[
    {
        "text": "Frameworks for Effective Problem Solving",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Master the art of structured thinking to tackle complex challenges effectively. This course covers essential frameworks like SMART, MECE, and Issue Trees, guiding you in defining and solving problem statements while avoiding common pitfalls. Learn practical, step-by-step methods to enhance decision-making and problem-solving skills.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Structured Thinking",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Frameworks of Problem Solving",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Defining Problem Statements",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Course Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Reading: The Global Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Stages of a Project and Frameworks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Structured Thinking and Problem Solving",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Reading: Solving Problems Like a Pro",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Framing the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Mutually Exclusive Collectively Exhaustive - MECE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "What is an Issue Tree?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Creating an Issue tree",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Defining a Problem Statement worksheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "How a PSW Helps In Defining a Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Reading: Best Practices and Pitfalls of a PSW",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "The Common Pitfalls - The Loop Trap",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "The Common Pitfalls - The Complexity Trap",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "The Common Pitfalls \u2014 The Obvious Trap",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/frameworks-for-effective-problem-solving",
        "course_name": "Frameworks for Effective Problem Solving"
    },
    {
        "text": "Anyone can Build AI Agents - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "\nUnlock the power of AI without any programming! This beginner-friendly course is designed for individuals who want to harness Generative AI\u2019s potential without diving into code. In this course, you\u2019ll learn to create, deploy, and customize an AI agent using an intuitive no-code platform Wordware. Step by step, we\u2019ll guide you through setting up your agent to handle real-world tasks.\n\nThroughout the course, you\u2019ll explore various tools, leverage pre-built AI models, and customize your agent\u2019s behavior without writing a single line of code.\u00a0\nBy the end, you will be able to build your own AI agent ready to tackle business and personal projects, with the skills to innovate faster and more efficiently.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "A for Agents",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "A for Agents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "Agents In, Coding Out!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "Exploring Wordware",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "Build your first Agent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/your-ultimate-guide-to-becoming-an-agentic-ai-expert-by-2025",
        "course_name": "Anyone can Build AI Agents - Free Course"
    },
    {
        "text": "A Comprehensive Learning Path to Become a Data Analyst in 2025",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "\nWhere do I begin? Data Analyst is such a huge field - where do you even start learning about Data Analyst?\nThese are career-defining questions often asked by data analyst aspirants. There are a million resources out there to refer but the learning journey can be quite exhausting if you don\u2019t know where to start.\nDon\u2019t worry, we are here to help you take your first steps into the world of data analytics! Here\u2019s the learning path for people who want to become a data analyst in 2025. We have arranged and compiled all the best resources in a structured manner so that you have a unified resource to become a successful data analyst.\nMoreover, we have added the most in-demand skills for the year 2025 for data analyst along with exercises and assignments.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Overview of the Learning Path 2025",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Step 1: Data Analyst Toolkit",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Step 2: Data Visualization",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Step 3: Data Exploration",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Step 4: Advanced Data Anlysis and Foundation of Machine Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Overview of Learning Path",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Action Plan",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Plan for January 2025",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "A brief introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Installing Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Theory of Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Operators Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding variables and data types",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Variable Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Variables and Data Types in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Conditional Statements test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Implementing Looping Constructs in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Looping Constructs test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Functions test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "A brief introduction to data structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Structure test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding the concept of Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Lists test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Implementing Lists in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding the concept of Dictionaries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Implementing Dictionaries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Dictionaries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding the concept of Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Libraries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading a CSV File in Python - Introduction to Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading a CSV file in Python: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading a csv file in Python test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding dataframes and basic operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "DataFrames and basic operations test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Indexing a Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Indexing DataFrames test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Merging Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Sorting and Merging dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Apply function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Apply function and Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Visualization using Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Visualization using Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Regular Expressions in  Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz: Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Cheatsheet for Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Instructions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Python Coding Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise - Definition of Data Visualization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Why Tableau is a Powerful Tool for Professionals",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Compare Tableau Against Power BI and Qlik",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Tableau Range of Products",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The 5 Tableau Products you should Know",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Installing Tableau Desktop on your System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Installing Tableau Public on your System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Difference Between Tableau Server and Tableau Online",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Navigating the Tableau Interface (Part 1)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Navigating the Tableau Interface (Part 2)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Connecting to Data Sources in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Download the Superstore Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Loading the Dataset and Getting Familiar with the Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Build your First Visualization in Tableau!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Hands-On with Labels and Formatting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Playing Around with Colors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Using Filters to Build a Pivot Structure in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exporting your Tableau Worksheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Different Chart Types in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Line Charts - Working with Time Series Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Building Line Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise - Sales of Each Category Month-by-Month",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Generating Map Visualizations for Geospatial Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Map Visualizations in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise - Sales by City Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Bar Charts, Histograms, Scatter Plots, Bubble Charts, Pie Charts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Dual Axis Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Date Dual Axis Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "What are Calculated Fields?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Feature Engineering in Tableau - Average Shipping Time",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise - Number of Orders per State",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Calculating the Average Order Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Average Order Value for Product Sub-Categories",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "What are Parameters in Tableau?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Using Parameters to find Top N Customers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Using Parameters to Analyze Superstore's Variable Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Joins and their Different Types in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Performing Data Joining in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "What is Blending? How is it Different from Joins?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Blending Data in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Download the Coffee Chain Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Dashboards and their Use Cases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reading Material - Dashboards in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Designing your First Dashboard in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Using Parameters to Create Dynamic Dashboards",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "How to Upload your Work to the Tableau Public Gallery",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Designing the Blueprint for a Multi-Dashboard View to Analyze Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Building Multiple Interlinked Dashboards in Tableau for our Business",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Art of Storytelling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "3-Step Storytelling Framework",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Sketching the Story Blueprint",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Profits by Region Analysis using Storyboard in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Capstone Project: Sales and Profit by Segment using Storyboards in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Getting started with SQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Types of Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "How data is Stored in Relational Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "How data is stored in NoSQL databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Architecture: Client and Server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "MySQL Distributions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Local Installation on Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Local Installation on Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Local Installation on Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Licensing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Accessing a remote MySQL server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Graphical user interfaces",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "SQL - Installation Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "What exactly is SQL?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "History of SQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Types of Commands - DDL (Creation/ Deletion/ Updating of Schema",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Types of Commands - DML (Manipulating data in tables)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Types of Commands - DCL (Managing Access control)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exploring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Creating tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Inserting data in tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "SELECT Statement - Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Datatypes in MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "NULL vs NOT NULL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Update command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Update command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Delete command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Delete command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Describe command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Describe command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Alter command \u2013 Concept and Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 4",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Importing data from CSV to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exporting data from MySQL to CSV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Backing up databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Restoring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 5",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Importing and Exporting Datasets - Troubleshooting Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Counting Rows and Items",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Aggregation Functions \u2013 SUM, AVG, STDDEV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Extreme Values Identification \u2013 MIN, MAX",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Slicing data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Limiting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Sorting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Filtering Patterns",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Groupings, Rolling up data and Filtering in Groups",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise 6",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Eyeballing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Questions we need answers of",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Analyzing data and creating table structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Loading data to our MySQL table",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Analysis \u2013 Simple Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Data Analysis \u2013 Advanced Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "FIFA19 Players dataset (cleaned) for this Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The need for joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Different type of joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Left Join - Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Left Join \u2013 Practical Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Inner Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Cross Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Right Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "The Self Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Indexing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "How indexing works (basics)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Types of Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Table Constraints \u2013 PRIMARY KEY, FOREIGN KEY, UNIQUENESS and AUTO INCREMENT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "String functions - CONCAT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "String functions \u2013 Case Conversion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "String functions \u2013 Trimming Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "String functions \u2013 Extracting Substrings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Date/ Time functions \u2013 Current date and time",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Date/ Time functions \u2013 Extracting date and time from field",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Date/ Time functions \u2013 Formatting date and time as Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Numeric functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "SQL CheatSheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Setting up a virtual environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Installing the required packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Connecting to database table and pulling data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Querying the database- INSERT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Querying the database- DELETE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Querying the database- SEARCH",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Querying the database- INDEXING",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Notes and Resources",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Subscribe to Data Science Newsletter and Podcast",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Overview of Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Important applications of Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "What is Descriptive Statistics?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Design experiments",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Design experiments-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Visualizing Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Visualizing Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Central tendency",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Variability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Unimodal Distribution of Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Bimodal Distribution of Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Normal distribution \u2013 Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Normal distribution \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Z-Score",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Probability- An Overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Principal Of Counting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Permutation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Combination",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Conditional Probability \u2013 Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Conditional Probability \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Binomial Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Random variable",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Expectation and variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Cheatsheet for Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Statistics: Inferential-Hypothesis Testing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "T-test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "One Way ANOVA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Chi-square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Cheatsheet on Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exploratory Data Analysis (EDA)- Data Exploration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Cheatsheet on EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Project-1 | Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Project-2 | Big Mart Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Linear Algebra",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Free Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Overview of Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Understanding Data Science Pipeline",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Get Familiarised with Command Line (Linux)- Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Linear Regression-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Logistic Regression- Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Logistic Regression \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Decision Tree Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Regression Project - Big Mart Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Classification Project - Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Introduction to Structured Thinking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Commonly Asked Puzzles in Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "How to solve Guesstimates?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Excercise: Strategic Thinking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Structured Thinking and Communication Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-analyst-in-2025",
        "course_name": "A Comprehensive Learning Path to Become a Data Analyst in 2025"
    },
    {
        "text": "Reimagining GenAI: Common Mistakes and Best Practices for Success",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "\nGenerative AI is transforming industries, but implementation challenges often hinder its success. This course, led by experienced GenAI expert Shabazz Mohammed, dives deep into the pitfalls of adopting generative AI and provides actionable best practices to overcome them.\nLearn from real-world scenarios, understand why hi-fi demos fail in production, and gain insights into scalable, ethical, and ROI-driven AI adoption.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Common Mistake and Best practices",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "State of GenAI in 2024",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Common Mistakes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Best Practices for Success",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Demo- GenAI Chatbot Alignment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Case Study- Top US Bank Co-pilot on CLO Documents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/reimagining-genai-common-mistakes-and-best-practices-for-success",
        "course_name": "Reimagining GenAI: Common Mistakes and Best Practices for Success"
    },
    {
        "text": "Coding a ChatGPT-style Language Model from Scratch in PyTorch",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Master the art of building a ChatGPT-style language model from scratch with PyTorch. In this course, you'll explore essential NLP concepts, implement transformers, and create a decoder-only architecture step-by-step. Guided by expert tutorials, gain practical skills to develop advanced AI models tailored for real-world applications.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Coding a ChatGPT",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Importing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Creating Inputs & Lables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Position Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Masked Self-Attention",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Putting Pieces Together",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Creating Decoder Only Transformer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/coding-a-chatgpt-style-language-model-from-scratch-in-pytorch",
        "course_name": "Coding a ChatGPT-style Language Model from Scratch in PyTorch"
    },
    {
        "text": "Mastering Multilingual GenAI Open-Weights for Indic Languages",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Mastering Multilingual GenAI \u2013 Open-Weights for Indic Languages\" is a course designed to equip you with the knowledge to develop state-of-the-art multilingual AI models using open-weight architectures. Focusing on low-resource languages, particularly Indic languages, the course covers essential topics like multilingual AI training, instruction fine-tuning, model building, and performance evaluation.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Mastering Multilingual GenAI",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Importance of Multilingual",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Training for Multilingual Gen AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Instruction Fine-Tuning Data for Multilingual",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Measuring Performance for Multilingual",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Building a Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Human Preferences",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Curse of Multilinguality",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Coding Hands-On",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/mastering-multilingual-genai-open-weights-for-indic-languages",
        "course_name": "Mastering Multilingual GenAI Open-Weights for Indic Languages"
    },
    {
        "text": "Learning Autonomous Driving Behaviors with LLMs & RL ",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "This course dives into the development of autonomous driving behaviors using Reinforcement Learning (RL) and Large Language Models (LLMs). You\u2019ll explore how RL agents are trained to navigate complex, real-world environments while making safe, human-like driving decisions. The course tackles key challenges such as designing effective reward systems, ensuring safety in high-speed driving scenarios, and improving the interpretability of AI decisions. Through practical projects, you will design RL agents using techniques like Deep Q-Networks (DQN), experience replay, and integrate LLMs to enhance decision-making.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Learning Autonomous Driving Behaviors with LLMs & RL",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Evolution RL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Understanding RL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Challenges with RL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Approach to the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "Hands-On: Learning Autonomous Driving Behaviors with LLMs & RL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learning-autonomous-driving-behaviors-with-llms-and-rl",
        "course_name": "Learning Autonomous Driving Behaviors with LLMs & RL "
    },
    {
        "text": "GenAI Applied to Quantitative Finance: For Control Implementation",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "This course explores the application of Generative AI in quantitative finance, focusing on building sustainable trading algorithms through keyword extraction, sentiment analysis, and time-series forecasting. Learn to predict commodity prices, such as gold, by integrating data from financial news sources, leveraging sentiment analysis, and optimizing models for robust trading signals.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Gen AI Applied to Quantitative Finance",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Problem Definition: Commodity Price Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Hands-On",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-applied-to-quantitative-finance-for-control-implementation",
        "course_name": "GenAI Applied to Quantitative Finance: For Control Implementation"
    },
    {
        "text": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "This course provides a concise guide to optimizing Large Language Models (LLMs) by navigating tradeoffs in speed, cost, scale, and accuracy. Learn practical techniques like LoRA, model quantization, and parameter-efficient fine-tuning to improve performance while reducing costs. You'll explore various deployment strategies and understand how to evaluate LLMs using industry-standard benchmarks, making this course ideal for anyone seeking efficient, scalable AI solutions.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Navigating LLM Tradeoffs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Resources",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Technique to Increase Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Training Speed and Cost Optimization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Inference Speed and Cost Optimization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Scale",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/navigating-llm-tradeoffs-techniques-for-speed-cost-scale-and-accuracy",
        "course_name": "Navigating LLM Tradeoffs: Techniques for Speed, Cost, Scale & Accuracy"
    },
    {
        "text": "Creating Problem-Solving Agents using GenAI for Action Composition",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "This introductory course provides a concise overview of Agentic AI systems, covering their evolution, current state, and practical applications. You will explore key topics including the history of Agentic AI systems, the role of agents today, multi-agent systems, and practical solutions for implementing them. Perfect for those seeking a foundational understanding of intelligent Agentic AI systems in action.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Creating Problem-Solving Agents using GenAI for Action Composition",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Overview- Count the Number of Agents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "A brief history of Agentic Systems",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Agents Today",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Multi-Agent Systems Today",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Practical Solutions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition",
        "course_name": "Creating Problem-Solving Agents using GenAI for Action Composition"
    },
    {
        "text": "Improving Real World RAG Systems: Key Challenges & Practical Solutions",
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        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "This course explores the key challenges in building real-world Retrieval-Augmented Generation (RAG) systems and provides practical solutions. Topics include improving data retrieval, dealing with hallucinations, context selection, and optimizing system performance using advanced prompting, retrieval strategies, and evaluation techniques. Through hands-on demos, you will gain insights into better chunking, embedding models, and agentic RAG systems for more robust, real-world applications.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Improving Real World RAG System",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Introduction to RAG Systems",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Resources",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "RAG System Challenges Practical Solutions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Hands-on: Solution for Missing Content in RAG",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Other Key Challenges",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Practical Solutions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Hands-on: Solution for Missed Top Ranked, Not in Context, Not Extracted _ Incorrect SpecificityHands-on- Solution for Missed",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Wrong Format Problem  Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Hands-on: Solution for Wrong Format",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Incomplete Problem Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "HyDE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Other Practical Solutions from recent Research Papers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges",
        "course_name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions"
    },
    {
        "text": "Framework to Choose the Right LLM for your Business",
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        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "This course will guide you through the process of selecting the most suitable Large Language Model (LLM) for various business needs. By examining factors such as accuracy, cost, scalability, and integration, you will understand how different LLMs perform in specific scenarios, from customer support to healthcare and strategy development. The course emphasizes practical decision-making with real-world case studies, helping businesses navigate the rapidly evolving LLM landscape effectively.",
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    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "It's an LLM World!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Understand Your Business",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Framework to Choose the Right LLM",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Case Studies",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Conclusion",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "It's an LLM World!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Understand Your Business",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Framework to Choose the Right LLM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Case Studies",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Conclusion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business",
        "course_name": "Framework to Choose the Right LLM for your Business"
    },
    {
        "text": "Building Smarter LLMs with Mamba and State Space Model",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Unlock the Power of State Space Models (SSM) like Mamba with our comprehensive course designed for AI professionals, data scientists, and NLP enthusiasts. Master the art of integrating SSM with deep learning, unravel the complexities of models like Mamba, and elevate your understanding of Generative AI's newest and most innovative models. This course is designed to equip you with the skills needed to understand these cutting-edge AI models and how they work, making you proficient in the latest AI techniques and architectures.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Course Overview",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "An Alternative to Transformers",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Understanding State Space Models",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Mamba - A Selective State Space Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Course Overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Are RNNs a Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "The Problem with Transformers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "What is a State Space Model?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "The Discrete Representation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
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    },
    {
        "text": "The Recurrent Representation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "The Convolution Representation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "The Three Representations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "The Importance of the A Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "What Problem does it attempt to Solve?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Selectively Retaining Information",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Speeding Up Computations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Exploring the Mamba Block",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Jamba - Mixing Mamba with Transformers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-smarter-llms-with-mamba-and-state-space-model",
        "course_name": "Building Smarter LLMs with Mamba and State Space Model"
    },
    {
        "text": "Generative AI - A Way of Life - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "This course is a transformative journey tailored for beginners and delves into AI-powered text and image generation using leading tools like ChatGPT, Microsoft Copilot, and DALL\u00b7E3. Learn practical applications across industries, ethical considerations, and best practices. Whether you're a content creator, business innovator, or AI enthusiast, gain the expertise to harness Generative AI's full potential and drive innovation in your field.",
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        "text": "Introduction to Generative AI",
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        "course_name": "Generative AI - A Way of Life - Free Course"
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        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Image Generation Using Generative AI",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Fundamentals of Generative AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "What is Generative AI?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "How does Generative AI work?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Exploring the Potential of Generative AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "GenAI Pinnacle Program",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Hands On: Let\u2019s get generating!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "An Overview of Text Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "What is ChatGPT?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
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        "text": "Working with ChatGPT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
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        "text": "Working with ChatGPT Plus",
        "type": "lesson",
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        "course_name": "Generative AI - A Way of Life - Free Course"
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    {
        "text": "Build a Custom GPT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Microsoft Copilot",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
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    {
        "text": "Working with Google Gemini",
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        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Gen AI Pinnacle Ad",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Learning the Art of Prompting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Creating a Chatbot",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Ethics and Best Practices",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Introduction to Image Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Exploring the Potential of Image Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with free image generation tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Clipdrop",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Bing Image Creator",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Firefly",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Paid Image Generative Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with paid image generative tools DreamStudio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with DALLE-2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Working with Midjourney",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Gen AI Pinnacle Ad",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
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    {
        "text": "Prompting your Way to Art",
        "type": "lesson",
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        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Accomplishing Tasks with Image Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "E for Ethics and Efficiency",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/genai-a-way-of-life",
        "course_name": "Generative AI - A Way of Life - Free Course"
    },
    {
        "text": "Building LLM Applications using Prompt Engineering - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "\nThis course will provide you with a hands-on understanding of building LLM applications and mastering prompt engineering techniques. By the end of the course, you will be proficient in implementing and fine-tuning these techniques to enhance generative AI model performance. You'll learn to apply various prompting methods and build chatbots on enterprise data, equipping you with the skills to improve conversational AI systems in real-world projects.\nWho Should Enroll:\n\nProfessionals:\u00a0Individuals looking to deepen their knowledge and apply advanced LLM and prompt engineering techniques to solve complex problems across various domains.\nAspiring Students:\u00a0Individuals looking to deepen their knowledge and apply advanced LLM and prompt engineering techniques to solve complex problems across various domains.\n\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "How to build diffferent LLM AppIications?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Getting Started with Prompt Engineering",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Understanding Different Prompt Engineering Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Introduction to Building Different LLM applications",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Prompt Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Retrieval Augmented Generation",
        "type": "lesson",
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        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Finetuning LLMs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Training LLMs from Scratch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
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        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
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        "type": "lesson",
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        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "Prompt Engineering with ChatGPT API",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "Enabling Conversation with ChatGPT API",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Introduction to Understanding Different Prompt Engineering Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "Few Shot Prompting",
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        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "One Shot Prompting",
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        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Zero Shot Prompting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free",
        "course_name": "Building LLM Applications using Prompt Engineering - Free Course"
    },
    {
        "text": "Building Your First Computer Vision Model - Free Course",
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        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
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    {
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        "type": "course_description",
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        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Introduction to Computer Vision",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Pixel Perfect - Decoding Images",
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        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Understanding a CNN - Convolutional Layer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Understanding a CNN - Striding and Pooling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Understanding a CNN - Pooling Layer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
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    {
        "text": "Understanding AlexNet and Building a CNN Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
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    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-your-first-computer-vision-model",
        "course_name": "Building Your First Computer Vision Model - Free Course"
    },
    {
        "text": "Bagging and Boosting ML Algorithms - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "\nThis course will provide you with a hands-on understanding of Bagging and Boosting techniques in machine learning. By the end of the course, you will be proficient in implementing and tuning these ensemble methods to enhance model performance. You'll learn to apply algorithms like Random Forest, AdaBoost, and Gradient Boosting to a real-world dataset, equipping you with the skills to improve predictive accuracy and robustness in your projects.\n\nWho Should Enroll:\n\nProfessionals:\u00a0Individuals looking to deepen their knowledge and apply advanced machine learning techniques like Bagging and Boosting to solve complex problems across various domains\nAspiring Students:\u00a0Individuals looking to deepen their knowledge and apply advanced ML techniques to bring value to businesses\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Bagging",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
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    {
        "text": "Boosting",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Resources to be used in this course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Understanding Ensemble Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Introducing Bagging Algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Hands-on to Bagging Meta Estimator",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Introduction to Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Understanding Out-Of-Bag Score",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Random Forest VS Classical Bagging VS Decision Tree",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Introduction to Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "AdaBoost Step-by-Step Explanation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Hands-on - AdaBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Gradient Boosting Machines (GBM)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Hands-on Gradient Boost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Other Algo (XGBoost, LightBoost. CatBoost)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "Project: Anova Insurance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/bagging-boosting-ML-Algorithms",
        "course_name": "Bagging and Boosting ML Algorithms - Free Course"
    },
    {
        "text": "MidJourney: From Inspiration to Implementation - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "\nThis course will provide you with a practical understanding of MidJourney tools. By the end of the course, you will be able to utilize MidJourney effectively and explore alternative tools for your creative projects. You'll learn how to draw inspiration, use MidJourney's features, and understand its applications through engaging lessons.\n\nWho Should Enroll:\n\nCreative Professionals:\u00a0Individuals looking to enhance their creativity and apply MidJourney tools to various artistic and visual projects.\nAspiring Creatives:\u00a0Those beginning their journey into visual storytelling and digital art, seeking to learn the fundamentals of MidJourney and its alternatives.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "MidJourney",
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        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "MidJourney - Storm _ Story",
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        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
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        "type": "lesson",
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        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "MidJourney - How to use",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "MidJourney  Alternatives",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
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    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation",
        "course_name": "MidJourney: From Inspiration to Implementation - Free Course"
    },
    {
        "text": "Understanding Linear Regression - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
    },
    {
        "text": "This free course will help you understand the fundamentals of linear regression in a straightforward manner. By the end of this course, you will be able to build predictive models using linear regression techniques. With a carefully curated list of resources and exercises, this course serves as your comprehensive guide to mastering linear regression.\u00a0",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "Linear Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "Introduction to the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "Resources for this Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "Introduction to Linear Regression",
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        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "Significance of Slope and Intercept in the linear regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
        "text": "How Model Decides The Best-Fit Line",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
    },
    {
        "text": "Let\u2019s Build a Simple Linear Regression Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
    },
    {
        "text": "Model Understanding Using Descriptive Approach",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
    },
    {
        "text": "Model Understanding Using Descriptive Approach - II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
    },
    {
        "text": "Model Building Using Predictive Approach",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-understanding-linear-regression",
        "course_name": "Understanding Linear Regression - Free Course"
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    {
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        "course_name": "The Working of Neural Networks - Free Course"
    },
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        "course_name": "The Working of Neural Networks - Free Course"
    },
    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
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    {
        "text": "Understanding Loss Functions + Hands on",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
    },
    {
        "text": "Reading: Creating a Custom Loss Function (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
    },
    {
        "text": "Optimization Techniques - Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
    },
    {
        "text": "What is Back Propagation?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
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    {
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        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
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    {
        "text": "Common Optimization Techniques - Part 1",
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        "course_name": "The Working of Neural Networks - Free Course"
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    {
        "text": "Common Optimization Techniques - Part 2",
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    {
        "text": "Building a Deep Neural Network (Hands-on Regression Model)",
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        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
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    {
        "text": "Building a Deep Neural Network (Hands-on Classification Model)",
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        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/the-working-of-neural-networks",
        "course_name": "The Working of Neural Networks - Free Course"
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    {
        "text": "The A to Z of Unsupervised ML - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Unsupervised machine learning helps uncover hidden patterns and structures in data without labeled examples. It is essential for exploratory data analysis, reducing dimensionality, and discovering intrinsic relationships within datasets. Mastering unsupervised techniques enhances data preprocessing and drives insights in complex datasets where labels are scarce or unavailable.",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
        "text": "Understanding Unsupervised Machine Learning",
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        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
        "text": "Resources to be used in this course.",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Setting the Context",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Choosing Clustering Algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Solving our Problem using k-means - Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
        "text": "Solving our Problem using k-means - Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Finding optimal K value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
        "text": "Analysis and Insights Based on the Plots",
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        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
        "text": "Introduction to Hierarchical Clustering Analysis (HCA)",
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        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
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        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
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        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
    },
    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
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        "link": "https://courses.analyticsvidhya.com/courses/free-unsupervised-ml-guide",
        "course_name": "The A to Z of Unsupervised ML - Free Course"
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    {
        "text": "Building Your first RAG System using LlamaIndex - Free Course",
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        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "This course will guide you\u00a0through building your first Retrieval-Augmented Generation (RAG) system\u00a0using LlamaIndex.\u00a0You will start with data ingestion by loading a file into the system, followed by indexing the data for efficient retrieval. Next, you will set up retrieval configurations and use a response synthesizer to combine data into a coherent response. Finally, you will employ a query engine to generate responses. By the end of this course, you will have a solid understanding of these processes and be able to build an RAG system using LlamaIndex code effectively.",
        "type": "course_description",
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        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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    {
        "text": "Getting Started with LlamaIndex",
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        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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    {
        "text": "Why RAG",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "What is RAG system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "Overview of RAG Framework",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "Course handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "Components of LlamaIndex",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
        "text": "Reading Material: How to get your API Key",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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    {
        "text": "How to get Open AI Keys - 2 min - Website go through",
        "type": "lesson",
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        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
    },
    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex",
        "course_name": "Building Your first RAG System using LlamaIndex - Free Course"
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    {
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        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
    },
    {
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        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
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    {
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        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Resources to be used in this course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Introduction to Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "ML-workflow",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Tasks to be Performed",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
    },
    {
        "text": "Combining Product Attribute Data with POS Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Combining all the tables in the Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Understanding the Combined Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
        "text": "Treating Missing Values - Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-preprocessing",
        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "type": "lesson",
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        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "course_name": "Data Preprocessing on a Real-World Problem Statement - Free Course"
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    {
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        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
    },
    {
        "text": "\nThis course will give you a practical understanding of Stability.AI tools. By the end of the course, you will be able to deploy and customize SD WebUI, and use the Automatic1111 WebUI on RunPod GPU environments. You'll learn to install, set up, generate, and fine-tune SD WebUI settings, equipping you with the skills to harness Stability.AI's full potential for your projects.\n\nWho Should Enroll:\n\nProfessionals:\u00a0Individuals aiming to enhance their skill set and apply Stability.AI tools/Stable Diffusion in various fields.\nAspiring Students:\u00a0Those beginning their journey to mastering Generative AI tool deployment and customization, looking to make an impact in the evolving world of Generative AI\n\n",
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        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
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    {
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        "course_name": "Exploring Stability.AI - Free Course"
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    {
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        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
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    {
        "text": "Review of Deployment Options for SD WebUI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
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    {
        "text": "Automatic1111 WebUI on RunPod GPU environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
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    {
        "text": "SD WebUI Hands-On - Installation and Setup",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
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    {
        "text": "SD WebUI Hands-On - Generation and Settings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-stability-ai",
        "course_name": "Exploring Stability.AI - Free Course"
    },
    {
        "text": "Building a Text Classification Model with Natural Language Processing - Free Course",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "\nGain practical insights into Natural Language Processing (NLP) with our comprehensive course. Learn to build NLP models using PyTorch, delve into classification models, and apply techniques like bag-of-words, count vectorizer and so on. Perfect for professionals seeking to enhance their skills and aspiring students entering the tech industry.\nWho Should Enroll:\n\nProfessionals: Expand your skill set with NLP for real-world applications in diverse industries.\u00a0\nAspiring Students: Master text data analysis and kickstart your career in AI and NLP.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
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        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "NLP Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Resources for the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
        "text": "Methods of Text Preprocessing - Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
        "text": "Methods of Text Preprocessing - Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
        "text": "Methods of Text Preprocessing - Part 3",
        "type": "lesson",
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        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
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    {
        "text": "Introduction to dataset and problem statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Creating a Basic Review Classification Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Understanding TF-IDF and its implementations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Understanding N-grams",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Advanced Preprocessing Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Building an basic ANN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Limitations of ANN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/free-building-textclassification-natural-language-processing",
        "course_name": "Building a Text Classification Model with Natural Language Processing - Free Course"
    },
    {
        "text": "Getting Started with Large Language Models",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "\nThis course will help you gain a comprehensive understanding of Large Language Models (LLMs) and develop advanced natural language processing (NLP) applications using the PyTorch framework. With a carefully curated list of resources and exercises, this course is your guide to becoming an expert in LLMs. Master the techniques to build and fine-tune LLMs, and generate human-like text.\nWho Should Enroll: Professionals: Individuals looking to expand their skill set and leverage LLMs across different industries. Aspiring Students: For those setting out on their journey to master language data analysis and leave a mark in the tech world.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "What are Large Language Models?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Current State of the Art in LLMs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Generative AI - Glossary",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Your Feedback Matters!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Course Objective",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Course Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Exponential Growth",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP: Symbolic NLP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP: Statistical NLP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP: Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP: Deep Learning Era II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Evolution of NLP: Tranformers and Evolution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Introduction to Large Language Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "What is a Large Language Model?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Understanding Foundational Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Different types of LLMs: Based on Response",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Different types of LLMs: Based on Model Architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "The Current State of the Art in LLMs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Generative AI- Glossary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Your Feedback Matters!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-llms",
        "course_name": "Getting Started with Large Language Models"
    },
    {
        "text": "Introduction to Generative  AI",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "\n\nThis course will provide you with a comprehensive understanding of generative AI, including text and image generation techniques. By the end of the course, you will be have an understanding of using generative AI tools to create diverse content. You'll learn how generative AI works, engage in practical exercises, and gain the skills to implement these techniques in real-world projects.\nWho Should Enroll:\n\n\nProfessionals: Individuals looking to enhance their skills in generative AI and apply advanced techniques to create innovative solutions across various domains.\n\nAspiring Students: Individuals eager to enter the field of generative AI and apply generative AI techniques to tackle complex problems and generate creative content across different fields.\n\n\n\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Introduction to Generative AI",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "What is Generative AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "How does Gen AI work",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Text Generation with Gen AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Image Generation with Gen AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Meet your Instructors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Course Handout",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Your Feedback Matters!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-generative-ai",
        "course_name": "Introduction to Generative  AI"
    },
    {
        "text": "Exploring Natural Language Processing (NLP) using Deep Learning",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-natural-language-processing-nlp-using-deep-learning",
        "course_name": "Exploring Natural Language Processing (NLP) using Deep Learning"
    },
    {
        "text": "\nNatural Language Processing (NLP) is the hottest field in the data science space right now. The demand for NLP experts and data scientists is through the roof.\nWe have seen a remarkable rise in the amount of research and breakthroughs in NLP recently. We can trace this recent rise to one (seismic) paper \u2013 \u201cAttention is All You Need\u201d by Google AI. This breakthrough has spawned so many new and exciting NLP libraries that enable us to work with text in ways that were previously limited to our imagination (or Hollywood).\nThese NLP deep learning developments have spawned some mind-boggling applications. We\u2019re sure you\u2019ve already interacted with and used some of them yourself:\n\nHuman-level chatbots (dialogue systems like Google Duplex and Meena)\nText generation (Machines writing text from scrtach, such as OpenAI\u2019s GPT-2 model)\n\n\nHere\u2019s a quick list of the latest Natural Language Processing concepts in deep learning every NLP expert and even enthusiast should know:\n\nLanguage Modeling\nSequence-to-Sequence Modeling\nAttention Mechanism\nTransformer Architecture\nTransfer Learning in NLP, and much more!\n\n\nThese are key NLP deep learning concepts you should master if you want to successfully navigate through the NLP goldmine.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/exploring-natural-language-processing-nlp-using-deep-learning",
        "course_name": "Exploring Natural Language Processing (NLP) using Deep Learning"
    },
    {
        "text": "Getting Started with Deep Learning",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "\nDeep learning algorithms are revolutionizing data science industry and disrupting several domains. From computer vision applications to natural language processing (NLP) use cases - every field is benefitting from use of Deep Learning models.\nThis course starts by assuming no knowledge about Neural Networks and Deep Learning and introduces these subjects to the student one by one.\nThe course helps you build a deep as well as intuitive understanding of what is Deep Learning, where can Deep Learning Models be applied and then helps you solve several real life problems using Keras and PyTorch frameworks.\nDownload Brochure\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Getting ready for the course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to the course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Neural Network",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Forward and Backward Propagation",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Activation Functions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Optimizers",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Loss Function",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "NN on structured Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Big Mart Sales Prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Functional API in Keras for Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Getting started with image data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving Image Classification Using Keras",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Gender Classification",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Improving your Deep Learning Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Convolutional Neural Network and Implementation",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Transfer Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Visualization",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Real World Use Cases of Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Working with Text Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Getting Started with Recurrent Neural Networks (RNN)",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Project - Building an Auto-Tagging System",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Advanced Sequence Models - LSTM & GRU",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Identify the Sentiments",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Project - Web Traffic Forecasting",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Project - Emergency vs Non Emergency Vehicle Sound Classification",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Urban Sound Classification",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Unsupervised Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Image Denoising",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to PyTorch",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Difference between Machine Learning and Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Why Deep learning is so popular?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Setting up your system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Pre-requisites for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Course Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Weights in Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Multi Layer Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding Decision Boundary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Understanding the decision boundary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Visualizing the neural network",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding Forward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Understanding Forward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding Backward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Understanding Backward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Backward Propagation: Matrix Form",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Why Numpy?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Why Numpy?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Neural Network From scratch Using Numpy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Implementation of Neural Network",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Forward Propagation (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Backward Propagation (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Training network (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Why do we need activation functions?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Why do need activation functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "ReLU and Leaky ReLU",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - ReLU and LeakyReLU",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Tips to selecting right Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Tips to selecting right activation function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Variants of Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Variants of Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Problems with Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Problems with Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "RMSProp",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - RMSProp",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Adam",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Adam",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to loss function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to Loss Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Binary and Categorical Cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Binary and Categorical cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Overview of Deep Learning Frameworks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Overview of deep learning frameworks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding important Keras modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Understanding important Keras Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding the problem statement: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Steps to solve Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Loading loan prediction dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Understanding the problem statement :  loan prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Defining the Model Architecture for loan prediction problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Defining the model architecture for loan prediction problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Big Mart Sales Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Functional API for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Functional API for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving Loan Prediction Using Functional API in Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Building a custom Model Using Functional API in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Building a Model Using Functional API",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How are images stored?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - How are images stored",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Different Image Formats",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Different Image formats",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Reading and stacking image",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Reading and stacking images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Converting images into different formats",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Converting image into different formats",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Extracting edges from images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Extracting edges from images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementation: Extracting edges from images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Extracting edges implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Project: Image Classification \"Emergency Vs Non-Emergency Vehicle\"",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Notebook: Neural Network in Keras and Hyperparameter Tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Neural Network in Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Neural network in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Hyperparameter Tuning for MLP in Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Hyperparameter tuning for MLP in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Gender Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Early stopping",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Early stopping: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Early stopping: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Dropout",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Dropout: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Dropout: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Vanishing and Exploding gradients",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Vanishing and exploding gradients",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Vanishing and Exploding gradients: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Vanishing and exploding gradient: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Weights Initialization Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Weight Initialization techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementing different weight initializing techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "BatchNorm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Batch Normalization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "BatchNorm: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Advantages of Batch Normalization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Advantages of Batch Normalization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Image Augmentation Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Image Augmentation Techniques: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Image Augmentation: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Image Augmentation on Emergency-non emergency dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Image Generator and Fit Generator",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Image Generator and Fit generator",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Gender Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Model Checkpointing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Model Checkpointing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementing model checkpointing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Why do we need CNN?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Why do we Need CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How filters work?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - How filters work?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Filters in CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Filters in CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Parameter Sharing and Local Connectivity in CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Parameter Sharing and Local Connectivity",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - CNN Architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Pooling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Pooling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - CNN Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Backward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - CNN Backward propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Backprop : Matrix Form (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Convolutional Neural Network in Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - CNN in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Hyperparameter Tuning for CNN in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Hyperparameter Tuning for CNN in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Gender Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Model Checkpointing in CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Hyperparameter Tuning for CNN in keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How to select right pre-trained model?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Exercise : How to select right pre-trained model?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Steps to solve emergency vs non emergency vehicle classification challenge using transfer learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Exercise : Steps to build the model using transfer learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving the challenge using transfer learning (Notebook)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving the challenge using Transfer Learning (Part I)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Exercise: Solving the challenge using Transfer Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving the challenge using Transfer Learning (Part II)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Exercise: Solving the challenge using Transfer Learning -II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving the challenge using Transfer Learning (Part III)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Exercise : Solving the challenge using transfer learning - III",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Different fine tuning techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Transfer Learning: Using the architecture of the pre-trained model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Transfer learning Using architecture of pretrained model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Transfer Learning: Freezing some layers and training others",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Advantages of transfer learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Gender Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Neural Network Visualization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to Neural Network Visualization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How can we Interpret a Neural Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: How can we interpret a Neural network",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Setting up the System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Attempt 1: Understand the model architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Attempt 1: Understand the model architecture",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Attempt 2: Visualize the filters / weights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Attempt 2: Visualize the filters / weights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Attempt 3: Extract the output of intermediate layers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Attempt 3: Extract the output of intermediate layers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Attempt 4: Locate important parts of the image",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Attempt 4: Locate important parts of the image",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Object Detection, segmentation, image generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Object Detection, Segmentation, image generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Sequential Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Sequential Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Getting Started with Text Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Getting Started with Text Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Text Preprocessing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Intro to Text-Preprocessing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Regular Expressions in Action - I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Regular Expressions in Action - II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Regular Expressions in Action - III",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Regular Expressions in Action",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding Text Representation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Understanding text representation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to One-Hot-Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to One-Hot-Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementation: One-Hot-Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Implementation: One hot encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Limitations of One-Hot-Encoded Vectors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Limitations of One-Hot-Encoded Vectors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementation: Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Journey So Far",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Forward Propagation in RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Forward Propagation in RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Backward Propagation Through Time - Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Backward Propagation Through Time - Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Backward Propagation Through Time -  Part 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - BPTT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Overview of Auto-Tagging System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Overview of Auto-Tagging System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding the Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Merging Different Datasets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz:  Merging different dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Dataset Preparation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Dataset preparation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Model Building and Tags Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Model Building and Tags Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Shortcomings of RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Shortcomings of RNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "What is Long Short Term Memory (LSTM) Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - What is Long Short Term Memory (LSTM) Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "What is Gated Recurrent Unit (GRU) Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - What is Gated Recurrent Unit (GRU) Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving Auto-Tagging Problem using LSTM and GRU",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How to use CNN for Text Data?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - CNN for Text Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving Auto-Tagging Problem using CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Solving Auto-tagging problem using CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Identify the Sentiments",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Overview of Web Traffic Forecasting Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Overview of Web Traffic Forecasting Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Data Exploration and Pre-processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Data Exploration and Pre-processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Model Building and Forecasting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Audio Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Introduction to Audio data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Understanding the Audio Classification Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Audio Data Preparation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Audio data preparation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Audio Classification using Time Domain Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Audio Classification using Time Domain features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Audio Classification using Spectrogram features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Audio classification using Spectrogram features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Urban Sound Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Recap of Previous Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Unsupervised Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to Unsupervised Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "How to Solve Unsupervised Learning Problems?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to Autoencoders",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz - Introduction to Autoencoders",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Photo Gallery Organizing using Autoencoders",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Dataset: Photo Gallery Organization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Implementation: Photo Gallery Organization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Implementation: Photo gallery Organization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Unsupervised Deep Learning - Problems and Research",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Assignment: Image Denoising",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Image Denoising Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Overview of the Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Introduction to PyTorch and tensors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Introduction to PyTorch and tensors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Mathematical and matrix operations in PyTorch - Part I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Mathematical and matrix operations in PyTorch - Part II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Mathematical and matrix operations in PyTorch - Part III",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Mathematical and matrix operations in Pytorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Neural Network from scratch in PyTorch - Part I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Neural Network from scratch in PyTorch - Part II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Neural Network from scratch in PyTorch - Part III",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Neural networks from scratch in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Important PyTorch modules (Autograd, nn, optim, etc.)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Important PyTorch modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving image classification problem using MLP in PyTorch - Part I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving image classification problem using MLP in PyTorch - Part II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving image classification problem using MLP in PyTorch - Part III",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Solving image classification problem using MLP in PyTorch - Part IV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Solving Image classification problem using MLP in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Convolutional Neural Network in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Convolutional neural network in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Hyperparameter Tuning of CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Hyperparameter tuning in CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "CNN Improvements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: CNN Improvements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Transfer Learning in PyTorch - Part I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Transfer Learning in PyTorch - Part II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Transfer Learning in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Working with text data in pytorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Working with Text data in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Loading and Cleaning Data in Pytorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Text preprocessing in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Building Model Architecture for RNN Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Evaluating RNN &  LSTM in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Autoencoders in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Quiz: Auto-encoder in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-deep-learning",
        "course_name": "Getting Started with Deep Learning"
    },
    {
        "text": "Nano Course: Dreambooth-Stable Diffusion for Custom Images",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "\nHave you ever wondered how to turn your dreams into reality by creating images of your dog traveling around the world or yourself alongside Elon Musk or playing cricket with MSD?\nThis is exactly where the dreambooth model comes into the picture. With the help of Dreambooth, you can personalize the stable diffusion for a particular subject.\nGiven just 5 images of our subject, dreambooth can create new images across diverse scenes, poses, views, and lighting conditions that do not appear in the reference images.\nIn this free nano course on Dreambooth, Sandeep will discuss the historical journey of stable diffusion, its current landscape, and a brief understanding of the stable diffusion training process. Then we will move on to the dreambooth, its training process and finetune dreambooth on our custom dataset.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Dreambooth-Stable Diffusion for Custom Images",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "The Current Landscape of Generative AI",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Why Stable Diffusion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Recap on History of Stable Diffusion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Intuition behind Stable Diffusion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "How to train a Stable Diffusion model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Introduction to Dreambooth",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Understanding the Dreambooth Process",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Tricks to Name Your Concept Uniquely",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "How to Select Images for Finetuning Dreambooth",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Setting up the Training Environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Code-Finetuning Dreambooth model on Custom Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "The Importance of Captioning in Dreambooth",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "Differences between Stable Diffusion and Dreambooth",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images",
        "course_name": "Nano Course: Dreambooth-Stable Diffusion for Custom Images"
    },
    {
        "text": "A Comprehensive Learning Path for Deep Learning in 2023",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "\nThe most common question we get from beginners in the field of Deep Learning is - Where to begin? The journey to becoming a Deep Learning expert can be difficult if one does not have the right resources to follow. There are a million resources to refer and it is tough to decide where to start from.\nWe are here to help you take your first steps into the world of Deep Learning. Here is a free learning path for people who want to become a Deep Learning expert in 2023. We have arranged the best resources in a logical manner along with exercises to make sure that you only need to follow one single source to become a data scientist.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "January 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "February 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "March 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "April 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "May 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "June 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "July 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "August 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "September 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "October 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "November 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "December 2023",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Getting Started",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Overview of the Learning Path",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Month-on-Month Plan",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Introduction to Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Applications of Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Setting up your System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Descriptive Statistics and Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise : Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Start engaging in data science / deep learning communities",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise : Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Partial Derivative",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Linear Algebra - Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise : Linear and Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Regularization Techniques (Ridge and Lasso)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Start building your GitHub profile",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Start building your GitHub profile",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Linear Algebra - Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Getting Started with Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Understanding Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Understanding Back Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise : Understanding Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Build your first Neural Network in Numpy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Frameworks for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Introduction to Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Build your first Neural Network in Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Start Participating in Competitions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Handling / Pre-processing Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Hyperparameter Tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Regularization Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Optimization Algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Understanding Convolutional Neural Networks (CNNs)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise : CNNs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Hyperparameter Tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Transfer Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Data Augmentation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Build your resume and apply for Internships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Visualizing Convolutional Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project 3 on CV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project 4 on CV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Start writing articles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Handling / Pre-processing Text Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Recurrent Neural Networks (RNNs)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "RNNs - Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "LSTM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "GRUs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Transfer Learning for NLP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project 1 on NLP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project 2 on NLP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Attention Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Attention Models - Text",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project on Attention Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Unsupervised Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project on Unsupervised Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "GANs : Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "GANs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Project on GANs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Apply for Jobs and Internships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "Way Forward",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-for-deep-learning-in-2023",
        "course_name": "A Comprehensive Learning Path for Deep Learning in 2023"
    },
    {
        "text": "A Comprehensive Learning Path to Become a Data Scientist in 2024",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "\nWhere do I begin? Data science is such a huge field - where do you even start learning about Data Science?\nThese are career-defining questions often asked by data science aspirants. There are a million resources out there to refer but the learning journey can be quite exhausting if you don\u2019t know where to start.\nDon\u2019t worry, we are here to help you take your first steps into the world of data science! Here\u2019s the learning path for people who want to become a data scientist in 2023. We have arranged and compiled all the best resources in a structured manner so that you have a unified resource to become a successful data scientist.\nMoreover, we have added the most in-demand skills for the year 2023 for data scientists including storytelling, model deployment, and much more along with exercises and assignments.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Overview of the Learning Path 2024",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "January 2024: Data Science Toolkit",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "February 2024: Data Visualization",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "March 2024: Data Exploration",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "April 2024: Basics of Machine Learning and art of storytelling",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "May 2024: Advanced Machine Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "June 2024: Other Machine Learning Concepts",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "July 2024: Introduction to Deep Learning and Computer Vision",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "August 2024: Basics of Natural Language Processing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "September 2024: Model Deployment",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "October 2024: Practice and Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Overview of Learning Path",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Month-on-Month Plan",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Your Personalized Learning Path for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Plan for January 2024",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Machine Learning and its impact",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Job of Data Scientist",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "A brief introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Installing Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Theory of Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Operators Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding variables and data types",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Variable Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Variables and Data Types in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Conditional Statements test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementing Looping Constructs in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Looping Constructs test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Functions test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "A brief introduction to data structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Structure test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding the concept of Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Lists test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementing Lists in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding the concept of Dictionaries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementing Dictionaries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Dictionaries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding the concept of Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Libraries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading a CSV File in Python - Introduction to Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading a CSV file in Python: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading a csv file in Python test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding dataframes and basic operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "DataFrames and basic operations test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Indexing a Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Indexing DataFrames test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Merging Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Sorting and Merging dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Apply function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Apply function and Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Visualization using Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Visualization using Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Regular Expressions in  Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz: Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Cheatsheet for Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Instructions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Python Coding Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise - Definition of Data Visualization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Why Tableau is a Powerful Tool for Professionals",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Compare Tableau Against Power BI and Qlik",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Tableau Range of Products",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The 5 Tableau Products you should Know",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Installing Tableau Desktop on your System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Installing Tableau Public on your System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Difference Between Tableau Server and Tableau Online",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Navigating the Tableau Interface (Part 1)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Navigating the Tableau Interface (Part 2)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Connecting to Data Sources in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Download the Superstore Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Loading the Dataset and Getting Familiar with the Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Build your First Visualization in Tableau!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Hands-On with Labels and Formatting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Playing Around with Colors",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Using Filters to Build a Pivot Structure in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exporting your Tableau Worksheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Different Chart Types in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Line Charts - Working with Time Series Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Building Line Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise - Sales of Each Category Month-by-Month",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Generating Map Visualizations for Geospatial Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Map Visualizations in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise - Sales by City Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Bar Charts, Histograms, Scatter Plots, Bubble Charts, Pie Charts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Dual Axis Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Date Dual Axis Charts in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "What are Calculated Fields?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Feature Engineering in Tableau - Average Shipping Time",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise - Number of Orders per State",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Calculating the Average Order Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Average Order Value for Product Sub-Categories",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "What are Parameters in Tableau?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Using Parameters to find Top N Customers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Using Parameters to Analyze Superstore's Variable Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Joins and their Different Types in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Performing Data Joining in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "What is Blending? How is it Different from Joins?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Blending Data in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Download the Coffee Chain Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Dashboards and their Use Cases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Reading Material - Dashboards in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Designing your First Dashboard in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Using Parameters to Create Dynamic Dashboards",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "How to Upload your Work to the Tableau Public Gallery",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Designing the Blueprint for a Multi-Dashboard View to Analyze Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Building Multiple Interlinked Dashboards in Tableau for our Business",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Art of Storytelling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "3-Step Storytelling Framework",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Sketching the Story Blueprint",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Profits by Region Analysis using Storyboard in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Capstone Project: Sales and Profit by Segment using Storyboards in Tableau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Getting started with SQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Types of Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "How data is Stored in Relational Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "How data is stored in NoSQL databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Architecture: Client and Server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "MySQL Distributions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Local Installation on Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Local Installation on Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Local Installation on Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Licensing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Accessing a remote MySQL server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Graphical user interfaces",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "SQL - Installation Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "What exactly is SQL?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "History of SQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Types of Commands - DDL (Creation/ Deletion/ Updating of Schema",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Types of Commands - DML (Manipulating data in tables)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Types of Commands - DCL (Managing Access control)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exploring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Creating tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Inserting data in tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "SELECT Statement - Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Datatypes in MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "NULL vs NOT NULL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Update command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Update command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Delete command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Delete command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Describe command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Describe command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Alter command \u2013 Concept and Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 4",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Importing data from CSV to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exporting data from MySQL to CSV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Backing up databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Restoring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 5",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Importing and Exporting Datasets - Troubleshooting Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Counting Rows and Items",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Aggregation Functions \u2013 SUM, AVG, STDDEV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Extreme Values Identification \u2013 MIN, MAX",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Slicing data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Limiting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Sorting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Filtering Patterns",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Groupings, Rolling up data and Filtering in Groups",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise 6",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Eyeballing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Questions we need answers of",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Analyzing data and creating table structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Loading data to our MySQL table",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Analysis \u2013 Simple Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Data Analysis \u2013 Advanced Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "FIFA19 Players dataset (cleaned) for this Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The need for joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Different type of joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Left Join - Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Left Join \u2013 Practical Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Inner Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Cross Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Right Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "The Self Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Indexing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "How indexing works (basics)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Types of Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Table Constraints \u2013 PRIMARY KEY, FOREIGN KEY, UNIQUENESS and AUTO INCREMENT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "String functions - CONCAT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "String functions \u2013 Case Conversion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "String functions \u2013 Trimming Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "String functions \u2013 Extracting Substrings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Date/ Time functions \u2013 Current date and time",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Date/ Time functions \u2013 Extracting date and time from field",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Date/ Time functions \u2013 Formatting date and time as Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Numeric functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "SQL CheatSheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Setting up a virtual environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Installing the required packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Connecting to database table and pulling data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Querying the database- INSERT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Querying the database- DELETE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Querying the database- SEARCH",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Querying the database- INDEXING",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Notes and Resources",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Subscribe to Data Science Newsletter and Podcast",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Overview of Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Important applications of Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "What is Descriptive Statistics?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Design experiments",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Design experiments-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Visualizing Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Visualizing Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Central tendency",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Variability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Unimodal Distribution of Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Bimodal Distribution of Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Normal distribution \u2013 Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Normal distribution \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Z-Score",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Probability- An Overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Principal Of Counting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Permutation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Combination",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Conditional Probability \u2013 Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Conditional Probability \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Binomial Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Random variable",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Expectation and variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Cheatsheet for Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Statistics: Inferential-Hypothesis Testing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "T-test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "One Way ANOVA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Chi-square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Cheatsheet on Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exploratory Data Analysis (EDA)- Data Exploration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Cheatsheet on EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Project-1 | Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Project-2 | Big Mart Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Linear Algebra",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Free Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Overview of Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Understanding Data Science Pipeline",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Get Familiarised with Command Line (Linux)- Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Linear Regression-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Logistic Regression- Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
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    },
    {
        "text": "Logistic Regression \u2013 Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Decision Tree Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Regression Project - Big Mart Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Classification Project - Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Structured Thinking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Commonly Asked Puzzles in Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "How to solve Guesstimates?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Excercise: Strategic Thinking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Structured Thinking and Communication Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Ensemble Learning Basics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Ensemble Learning Basics-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Bagging",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Random Forest - Simplified",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Random Forest - Detailed with implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Boosting - Detailed with implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "LightGBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "CatBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Advanced Ensemble Technique - Blending",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Advanced Ensemble Learning - Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Cheatsheet for Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Image data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Text data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Audio data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Audio data-Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Projects",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Participating in Competitions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Different Types of Validation Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "K-fold Cross Validation - Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Summary - Validation Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Different methods for finding best hyperparameters of an algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Hyperparameter tuning for Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Hyperparameter tuning for GBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Hyperparameter tuning for XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Hyperparameter tuning for LightGBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Bayesian Hyperparameter Optimization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Profile Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Building your Resume",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Up Level your Data Science Resume Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Ace Data Science Interview Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Basics of Matrix Algebra",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Matrix Calculus",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Dimensionality Reduction - Overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Principal Component Analysis (PCA)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Singular Value Decomposition (SVD)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Singular Value Decomposition (SVD)-Text",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Unsupervised Learning-K Means and Hierarchical Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Clustering - Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Learn Github",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Recommendation Systems",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Recommendation Systems - Video",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Project: Recommendation System",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Implementation in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Time Series Forecasting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Handling a Non-Stationary Time Series in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Time Series Modeling using ARIMA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Time Series Modeling using Prophet Library",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Time Series Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Project - Black Friday",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Setting up the System for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-scientist-in-twenty-twenty-four",
        "course_name": "A Comprehensive Learning Path to Become a Data Scientist in 2024"
    },
    {
        "text": "Introduction to Deep Learning",
        "type": "lesson",
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    },
    {
        "text": "Build Your First Predictive Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Evaluation Metrics",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Preprocessing Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Build Your First ML Model: k-NN",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Selecting the Right Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Linear Models",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Project: Customer Churn Prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Decision Tree",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Engineering",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Project: NYC Taxi Trip Duration prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feedback",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Overview of Machine Learning / Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Common Terminology used in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Applications of Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Installation steps for Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Installation steps for Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Installation steps for Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Jupyter Notebook",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Download Python Module Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Variables in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Break, Continue and Pass Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Break, Continue and Pass Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Data Structures",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "List and Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing List in Pyhton",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "List - Project in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Tuple in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Sets in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Dictionary in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Lambda Expression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Lambda Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Recursion in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Modules: Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Standard Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "User Defined Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz:  Modules, Packages and Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Handling Text Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Handling Text Files",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Numpy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Scipy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Numpy and Scipy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Pandas in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Matplotlib in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Scikit-Learn in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Statsmodels in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reading Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reading Big CSV Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Subsetting and Modifying Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Overview of Subsetting in Pandas I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Overview of Subsetting in Pandas II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Subsetting based on Position",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Subsetting based on Label",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Subsetting based on Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Subsetting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Modifying data in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Modifying Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Preprocessing, Sorting and Aggregating Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Sorting the Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz:  Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Concatenating Dataframes in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Concept of SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Aggregating and Summarizing Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Visualizing Trends & Pattern in Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Data Visualization with Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Data Visualization with Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "6 Steps of Machine Learning Lifecycle",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Predictive Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Defining the Problem statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Hypothesis Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz - Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "List of hypothesis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz - Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz -  Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Role of Statistics in EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Descriptive Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz - Descriptive and Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Benchmark Model: Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Benchmark Model - Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Build a Benchmark Model: Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Benchmark Model: Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Benchmark - Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Dealing with Missing Values in the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Dealing with missing values in the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Replacing Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Replacing Missing values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Imputing Missing Values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Imputing Missing values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Working with Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Working with categorical data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Working with Outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Working with outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Preprocessing Data for Model Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to sklearn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Selecting the Right Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "What is Validation?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: What is Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Understanding Gradient descent (Intuition)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Maths behind gradient descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Convexity of cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Convexity of Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Assumptions of Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Assumptions of linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to logistic regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Odds Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Multiclass using Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Multi-Class Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Challenges with Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Challenges with Linear regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to Regularization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Coefficient estimate for ridge and lasso (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Predicting whether a customer will churn or not",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Decision Tree Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Introduction to Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Introduction to feature engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Exercise on Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Overview of the module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Generation: Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Feature Generation- Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Generating Features: Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Feature Engineering: Date Time Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Automated Feature Engineering : Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Implementing Feature tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Quiz: Implementing Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Exploring the NYC dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Share Your Feedback about the course.",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "Would  you recommend this course to your Friends.",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/machine-learning-summer-training",
        "course_name": "Machine Learning Summer Training"
    },
    {
        "text": "AI Ethics by Fractal",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "\nAI has a huge influence on our lives. From typing on our smartphones, to personalized recommendations on our favourite shopping websites, intelligent machines are everywhere. Our interactions with technology have become more personalized, but with humans ultimately behind these creations, the question is: where does the responsibility lie? Why and how should we begin the AI ethics conversation at Fractal?\nLearning plan:\nThe video course is followed by MCQ\u00a0test to gauge the depth of your understanding and help you retain your learning.\u00a0\nLearners can take the e-learning and complete the MCQ Test activity post viewing the video.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "AI Ethics",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "Fractal's Ethical AI Principles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "Framework: Behaviors and toolkits overview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "Next Steps & Further Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "Test Your Self",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ai-ethics-fractal",
        "course_name": "AI Ethics by Fractal"
    },
    {
        "text": "A Comprehensive Learning Path to Become a Data Engineer in 2022",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "\nWhere do I begin? Data Engineering is such a huge field - where do you even start learning about Data Engineering?\nThese are career-defining questions often asked by data engineering aspirants. There are a million resources out there to refer but the learning journey can be quite exhausting if you don\u2019t know where to start.\nDon\u2019t worry, we are here to help you take your first steps into the world of data engineering! Here\u2019s the learning path for people who want to become a data engineer in 2022. We have arranged and compiled all the best resources in a structured manner so that you have a unified resource to become a successful data engineer.\nMoreover, we have added the most in-demand skills for the year 2022 for data engineers including storytelling, model deployment, and much more along with exercises and assignments.\u00a0\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Overview of Learning Path 2022",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "January 2022: Learn Programming",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "February 2022: Learn Relational Databases",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "March 2022: Fundamentals of Linux and Cloud Computing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "April 2022 : NoSQL Databases",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "May 2022:  Hadoop Ecosystem",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "June 2022: Data Warehousing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Overview of Learning Path",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Month-on-Month Plan",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "A brief introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Introduction to Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Installing Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Become a BlackBelt in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Theory of Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Operators Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding variables and data types",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Variable Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Variables and Data Types in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Conditional Statements test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Implementing Looping Constructs in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Looping Constructs test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Functions test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "A brief introduction to data structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Data Structure test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding the concept of Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Lists test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Implementing Lists in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding the concept of Dictionaries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Implementing Dictionaries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Dictionaries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding the concept of Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Libraries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Reading a CSV File in Python - Introduction to Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Reading a CSV file in Python: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Reading a csv file in Python test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding dataframes and basic operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "DataFrames and basic operations test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Indexing a Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Indexing DataFrames test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Merging Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Sorting and Merging dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Apply function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Apply function and Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Data Visualization using Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Data Visualization using Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Understanding Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Regular Expressions in  Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz: Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Cheatsheet for Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Instructions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Python Coding Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Poll",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Plan for February 2022",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "1.5 Types of Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "1.6How data is Stored in Relational Databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "1.7How data is stored in NoSQL databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Course Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.2Architecture: Client and Server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.3MySQL Distributions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.4Local Installation on Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.5Local Installation on Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.6Local Installation on Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.7Licensing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.8Accessing a remote MySQL server",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "2.9Graphical user interfaces",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "SQL - Installation Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.2What exactly is SQL?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.3History of SQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.4Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.5Types of Commands - DDL (Creation/ Deletion/ Updating of Schema",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.6Types of Commands - DML (Manipulating data in tables)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.7Types of Commands - DCL (Managing Access control)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.8Exploring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.9Creating tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.10 Inserting data in tables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.11 SELECT Statement - Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.12 Datatypes in MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "3.13 NULL vs NOT NULL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.2Update command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.3Update command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.4Delete command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.5Delete command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.6Describe command \u2013 Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.7Describe command \u2013 Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "4.8Alter command \u2013 Concept and Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Copy of Exercise 4",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "5.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "5.2Importing data from CSV to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "5.3Exporting data from MySQL to CSV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "5.4Backing up databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "5.5Restoring databases",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise 5",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Importing and Exporting Datasets - Troubleshooting Guide",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.2Counting Rows and Items",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.3Aggregation Functions \u2013 SUM, AVG, STDDEV",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.4Extreme Values Identification \u2013 MIN, MAX",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.5Slicing data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.6Limiting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.7Sorting data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.8Filtering Patterns",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "6.9Groupings, Rolling up data and Filtering in Groups",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise 6",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.1Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.2Data Eyeballing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.3Data Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.4Questions we need answers of",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.5Analyzing data and creating table structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.6 Loading data to our MySQL table",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.7Data Analysis \u2013 Simple Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "7.8Data Analysis \u2013 Advanced Queries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "FIFA19 Players dataset (cleaned) for this Project",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.1 Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.2.The need for joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.3.Different type of joins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.4.The Left Join - Concept",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.5.The Left Join \u2013 Practical Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.6.The Inner Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.7.The Cross Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.8.The Right Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "8.9.The Self Join",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Assignment: Share your learning and build your profile",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.1. Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.2. Introduction to Indexing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.3.How indexing works (basics)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.4.Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.5.Types of Relationships",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "9.6.Table Constraints \u2013 PRIMARY KEY, FOREIGN KEY, UNIQUENESS and AUTO INCREMENT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.1 String functions - CONCAT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.2 String functions \u2013 Case Conversion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.3 String functions \u2013 Trimming Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.4 String functions \u2013 Extracting Substrings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.5 Date/ Time functions \u2013 Current date and time",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.6 Date/ Time functions \u2013 Extracting date and time from field",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.7 Date/ Time functions \u2013 Formatting date and time as Strings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "10.8 Numeric functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "SQL CheatSheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.1 Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.2 Setting up a virtual environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.3 Installing the required packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.4 Connecting to MySQL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.5 Connecting to database table and pulling data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.6 Querying the database- INSERT",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.7 Querying the database- DELETE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
        "course_name": "A Comprehensive Learning Path to Become a Data Engineer in 2022"
    },
    {
        "text": "11.8 Querying the database- SEARCH",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/a-comprehensive-learning-path-to-become-a-data-engineer-in-2022",
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        "text": "Project: NYC Taxi Trip Duration prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working with Text Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Na\u00efve Bayes",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Multiclass and Multilabel",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Web Page Classification",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Ensemble Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Advance Ensemble Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Ensemble Model on NYC Taxi Trip Duration Prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Share your Learnings",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Hyperparameter Tuning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Support Vector Machine",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working with Image Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Malaria Detection using Blood Cell Images",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Advance Dimensionality Reduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Unsupervised Machine Learning Methods",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working with Large Datasets: Dask",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Automated Machine Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Neural Network",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Forward and Backward Propagation",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Activation Functions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Optimizers",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Loss Function",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: NN on structured Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment 1 - Big Mart",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Interpretability of Machine Learning Models",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Model Deployment",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Course Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Installation steps for Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Installation steps for Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Installation steps for Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Jupyter Notebook",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Download Python Module Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Variables in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Break, Continue and Pass Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Break, Continue and Pass Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Data Structures",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "List and Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing List in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "List - Project in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Tuple in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Sets in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Dictionary in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: Data Structures",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Personal Expense tracker",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Lambda Expression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Lambda Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Recursion in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert talk: Rajiv Shah",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Hangman",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Modules: Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Standard Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "User Defined Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz:  Modules, Packages and Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Handling Text Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Handling Text Files",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Numpy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Scipy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Numpy and Scipy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Pandas in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Matplotlib in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Scikit-Learn in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Statsmodels in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Unlock the Data Science Universe with Andrew Engel: Insights, Innovations, and Beyond!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading Big CSV Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: Reading Data Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Subsetting and Modifying Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Overview of Subsetting in Pandas I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Overview of Subsetting in Pandas II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Subsetting based on Position",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Subsetting based on Label",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Subsetting based on Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Subsetting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Modifying data in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Modifying Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment:  Subsetting and Modifying Pandas Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Preprocessing, Sorting and Aggregating Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Sorting the Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz:  Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Concatenating Dataframes in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Concept of SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Aggregating and Summarizing Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: Sorting and Aggregating Data in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Visualizing Trends & Pattern in Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Data Visualization with Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Data Visualization with Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment:  Visualizing Patterns and Trends in Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "6 Steps of Machine Learning Lifecycle",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Predictive Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Defining the Problem statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Hypothesis Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "List of hypothesis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz -  Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Role of Statistics in EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Descriptive Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Descriptive and Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Introduction to dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reading data files into python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Reading data files into python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Different Variable Datatypes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Variable Identification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Variable Identification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Probability for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Probability for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basic Concepts of Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Basic Concepts of Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Axioms of Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Axioms of Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Conditional Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Conditional Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Data range for continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Central Tendencies for continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Spread of the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Central Tendencies and Spread of the data: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Central Tendencies and Spread of data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "KDE plots for continuous variable",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "KDE plots : Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Overview of Distributions for Continuous Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Normal Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Normality Check",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Skewed Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Skewness and Kurtosis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Distributions for continuous variable",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Distribution of Continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Approaching Univariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Approaching Univariate Analysis: Numerical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Univariate analysis for Continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Central Tendencies for categorical variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Discrete Distributions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Discrete Distributions Demonstration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Performing EDA on Catagorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Univariate Analysis for Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Dealing with Missing values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Identifying Outliers in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Identifying Outliers in data: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Identifying Outliers in datasets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Outlier treatment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Important Terminologies",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Central Limit Theorem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "CLT: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Central Limit Theorem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Confidence Interval and Margin of error",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Bivariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Covariance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Pearson Correlation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Spearman's Correlation & Kendall's Tau",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Correlation versus Causation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Tabular and Graphical Methods",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Performing Bivariate Analysis on Continuous - Continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Continuous-Continuous Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Tabular and Graphical Methods",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to hypothesis Testing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "P-Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "One Sample z-test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Two Sampled z-test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Hypothesis Testing and Z scores",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "T-Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "T-Test vs Z-Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: T tests",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Performing Bivariate Analysis on Catagorical - Continuous variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Tabular and Graphical Methods",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Chi-Squared Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Chi squared tests",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Bivariate Analysis for Categorical Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Multivariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Multivariate Analysis Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the NYC Taxi Trip Duration Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Benchmark Model: Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Benchmark Model - Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Build a Benchmark Model: Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Benchmark Model: Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Benchmark - Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Dealing with Missing Values in the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Dealing with missing values in the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Replacing Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Replacing Missing values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Imputing Missing Values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Imputing Missing values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working with Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Working with categorical data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working with Outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Working with outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Preprocessing Data for Model Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to sklearn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Selecting the Right Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "What is Validation?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: What is Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Gradient descent (Intuition)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Maths behind gradient descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Convexity of cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Convexity of Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assumptions of Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Assumptions of linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Download: Implementing Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to logistic regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Odds Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Multiclass using Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Multi-Class Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Challenges with Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Challenges with Linear regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Regularization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Coefficient estimate for ridge and lasso (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert Talk: Vikas Kumrawat",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Predicting whether a customer will churn or not",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: NYC taxi trip duration prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Dimensionality Reduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Dimensionality Reduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Common Dimensionality Reduction Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Common Dimensionality Reduction Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Missing Value Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Missing Value Ratio Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Missing Value Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Low Variance Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Low Variance Filter Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Low Variance Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "High Correlation Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "High Correlation Filter Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: High Correlation Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Backward Feature Elimination",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Backward Feature Elimination Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Backward Feature Elimination",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Forward Feature Selection",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Forward Feature Selection Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Forward Feature Selection",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Decision Tree Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert Talk: Vijoe Mathew on Mastering Data Science: Insights, Strategies and Career Tips",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to feature engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Exercise on Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Overview of the module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert Talk: Jaidev Deshpande",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Generation: Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Feature Generation- Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Generating Features: Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Feature Engineering: Date Time Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Automated Feature Engineering : Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Feature tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert talk: Sudalai Rajkumar",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Write for Analytics Vidhya's Medium Publication",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Exploring the NYC dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Text Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Text Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Create Basic Text Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Create Basic Text Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Extract Information using Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Extract Information using Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Learn to use Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Learn to use Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Text Cleaning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Create Linguistic Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Create Linguistic Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Bag-of-Words",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Bag-of-Words",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Text Pre-processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Text Pre-processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "TF-IDF Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: TF-IDF Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Create word2vec Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Conditional Probability and Bayes Theorem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Working of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Conditional Probability and Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Math Behind Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Types of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Types of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding how to solve Multiclass and Multilabel Classification Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Multiclass and Multilabel",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Evaluation Metrics: Multi Class Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Evaluation Metrics for Multi Class Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Building a Web Page Classifier",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Ensemble",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Ensemble",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Basic Ensemble Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Basic Ensemble Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Basic Ensemble Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Why Ensemble Models Work Well?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Why do ensemble models work well?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Variants of Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Variants of Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Variants of Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Blending",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementation: Blending",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Blending",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Bootstrap Sampling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Bootstrap Sampling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Hyper-parameters of Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Hyper-parameters of Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Random forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Gradient Boosting Algorithm (GBM)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Gradient Boosting Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Math Behind GBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing GBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing GBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Extreme Gradient Boosting (XGBM)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing XGBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing XGBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Extreme Gradient Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Adaptive Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Adaptive Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Adaptive Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Predicting the NYC Taxi Trip Duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Prediction the NYC Taxi Trip Duration: Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Write for Analytics Vidhya's Medium Publication",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Hyperparameter Tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Different Hyperparameter Tuning methods",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Hyperparameter Tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing different Hyperparameter Tuning methods",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing different Hyperparameter tuning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding SVM Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "SVM Kernel Tricks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Kernels and Hyperparameters in SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Kernels and Hyperparameters in SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Kernel Tricks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the Image data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding the Image Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding transformations on Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Edge Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding Edge Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Histogram of Oriented Features (HOG)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: HOG",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Image Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Detecting Malaria using Blood Cell Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Dataset: Malaria Detection using Blood Cell Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Principal Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Steps to perform Principal Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Principal Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Computation of the Covariance Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Covariance Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Finding the Eigenvectors and Eigenvalues",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Finding eigenvectors and eigenvalues",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the MNIST dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to MNIST dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Principal Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Steps to perform PCA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Steps to perform Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Applications of Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Applications of clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Evaluation Metrics for Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Evaluation Metrics for Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding K-Means",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "K-Means from Scratch Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding K-Means",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Challenges with K-Means",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Challenges with K means clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "How to Choose Right k-Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: How to choose the right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "K-Means Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: K-Means Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Hierarchical Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementation Hierarchical Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Hierarchical Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "How to Define Similarity between Clusters",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: How to define similarity between two clusters",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Dask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to dask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Dask Array and Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding Dask arrays and dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Dask Array and Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Dask array and Dask dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Machine Learning using Dask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Machine Learning using Dask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Linear Regression model using Dask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Expert Talk: Abhishek Kumar",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Automated Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to automated machine learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to MLBox",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing MLBox",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: MLBox",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Weights in Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Multi Layer Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Decision Boundary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding the decision boundary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Visualizing the neural network",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Forward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Understanding Forward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding Backward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Understanding Backward Propagation Mathematically",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Backward Propagation: Matrix Form",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Why Numpy?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Why Numpy?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Neural Network From scratch Using Numpy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementation of Neural Network",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Forward Propagation (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Backward Propagation (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Training network (using Numpy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Why do we need activation functions?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Why do need activation functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "ReLU and Leaky ReLU",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - ReLU and LeakyReLU",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Tips to selecting right Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Tips to selecting right activation function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Variants of Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Variants of Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Problems with Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Problems with Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "RMSProp",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - RMSPro",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Adam",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Adam",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to loss function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Introduction to Loss Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Binary and Categorical Cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Binary and Categorical cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Overview of Deep Learning Frameworks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Overview of deep learning frameworks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding important Kears modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding important Keras Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the problem statement: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Understanding the problem statement :  loan prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Steps to solve Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Loading loan prediction dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Defining the Model Architecture for loan prediction problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Defining the model architecture for loan prediction problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz - Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Assignment: Big Mart Sales Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Machine Learning Interpretability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Introduction to ML Interpretability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Framework and Interpretable Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Model Agnostic Methods for Interpretability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Model Agnostic Methods for interpretability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Interpretable Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Interpretable model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Implementing Global Surrogate and LIME",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Implementing Global Surrogate and LIME",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Project: Model Interpretability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Introduction to Model Deployment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Outline of the Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Outline of the Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Understanding the problem statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Steps to build the Loan Eligibility Application",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Frontend of the Loan Eligibility App",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Quiz: Frontend of the Loan Eligibility application",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Deploying rule based model using streamlit",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Exercise: Deploying rule based model using Streamlit",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Deploying machine learning model using streamlit",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Exercise: Deploying machine learning model using Streamlit",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Build a Big Mart Sales Prediction Application",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Model Deployment Handout",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional",
        "course_name": "Applied Machine Learning - Beginner to Professional"
    },
    {
        "text": "Ace Data Science Interviews",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "\nAre you trying to get into data science roles but getting rejected by employers? Are you scared of getting into data science interviews? Or don't know what to expect in data science interviews? This is just the course you need.\nWhile you might know the tools and techniques in data science, clearing a data science interview might still prove very difficult. You need to show your problem solving skills and technical prowess in these data science interviews.\nThis course has been created based on hundreds of interviews we have taken, companies we have helped in data science interviews and several data science experts in the industry.\nKey learnings and takeaways from \"Ace Data Science Interviews\" course:\u00a0\n\nUnderstand different roles existing in data science ecosystem(e.g.Data Scientist, Data Engineers, Data Analyst etc.)\nLearn what skill sets required for each of these roles\nUnderstand different types of Interviews which happen in Data Science Industry\nTips and tricks to Ace your Data Science Interviews\nHow to build your digital presence including LinkedIn and GitHub profile\nLearn the process to create a professional experience for data science roles.\nFramework to solve Guesstimates and case studies used in data science interviews\n\n\nDownloadable Resources:\n\nInfographic for 7 step process to \"Ace Data Science Interviews\"\ne-book containing more than 240 interview questions from interviews in industry.\nInterview Questions on machine learning, statistics, Model building, Machine Learning production, SQL\nChecklist for your LinkedIn and GitHub profiles\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Overview - Ace Data Science Interviews",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Overview - The 7 step Data Science Interviews process",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 1 - Understanding Roles, skills, Interviews Framework",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 2 - Building Your Digital Presence",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 3 - Building Resume and Applying for Jobs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 4 - Telephonic Interviews",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 5 - Assignments",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 6 - In Person Interview(s)",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Step 7 - Post Interview Follow ups",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Infographic - The 7 Step Framework for Data Science Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Overview of Module 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Overview of Different Roles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Senior Roles in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Mid-Management Roles in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Individual Contributors in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Overview of Different Types of Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Technical Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Assignments",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "HR Assessment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Business Case Studies",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Guesstimates",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Puzzles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Different Interviews for Different Job Roles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Exercise : Identify Roles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "4.1 Building your Digital Presence",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Ace Data Science Interviews - GitHub Checklist",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Ace Data Science Interviews - LinkedIn Checklist",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "1. Importance of Resume",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "2. 6 Step Process for Crafting your Resume",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "3. Examples of Stand out Resumes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "4. Live Resume Screening - Example 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "5. Live Resume Screening - Example 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "6. Live Resume Screening - Example 3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "7. Overview of the Various Paths to Apply",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "8. Applying to Online Portals",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "9. Networking Based Applications",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "10. Work Based Applications",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "1. Why Companies Ask for Telephonic Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "2. Telephonic Interview Checklist - BEFORE the Interview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "3. Telephonic Interview Checklist - DURING the Interview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "4. Telephonic Interview Checklist - POST the Interview",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "5. Additional Tips for Video Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Common Questions Interviewers Ask",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Questions you can Ask the Interviewer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "1. Why Companies Hand Out Assignments",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "2. Assignments for Different Roles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "3. Tips to Ace the Interview Round",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "1. Overview of the Different Data Science Interview Types",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "2. Technical Interviews",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "3. Puzzle-Based Interview Rounds",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "4. Tips to Solve Puzzles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "5. Cracking In-Person Case Studies",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "6. Live In-Person Case Study - Example 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "7. Feedback on the Case Study (Example 1)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "8. Live In-Person Case Study - Example 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "9. Feedback of the Case Study (Example 2)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "10. Guesstimates",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "11. HR Round",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "The Ultimate Handbook of Data Science Interview Questions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Download: The Ultimate Handbook of Data Science Interviews Questions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "1. Post-Interview Steps",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "2. Understanding the Different Post-Interview Steps",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Assignment: Share your learning and build your profile",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ace-data-science-interviews",
        "course_name": "Ace Data Science Interviews"
    },
    {
        "text": "Writing Powerful Data Science Articles",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "\n\"Either write something worth reading or do something worth writing.\" - Benjamin Franklin\nThe best way to learn any concept, especially in data science, is by writing about it. That not only helps you understand what you learned in more detail, but sharing it with the community helps others understand how a particular data science idea works.\nBut here\u2019s the thing - most people want to write, but just can\u2019t get past the initial challenges. This might sound familiar to a lot of people:\n\nWhat should I write about?\nWill anyone read my article?\nHow do I make my article stand out?\nShould I even write?\n\n\nIf you\u2019ve ever asked yourself these questions, you\u2019ll find the answers in this free crash course on how to write impactful and awesome data science articles!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Welcome to the Data Science Writing Crash Course!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Crash Course - How to Write Powerful Data Science Articles",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Expert Talk: Writing Powerful Data Science Articles with Parul Pandey",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Next Steps...",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Why did we create this course?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Session #1 - How to Write Powerful and Impactful Data Science Articles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Session #2 - Writing Data Science Articles that Grab your Reader's Attention",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Expert Talk: Parul Pandey on Writing Powerful Data Science Articles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Congrats! Here's what's next",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/writing-powerful-data-science-articles",
        "course_name": "Writing Powerful Data Science Articles"
    },
    {
        "text": "Machine Learning Certification Course for Beginners",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "\nMachine Learning is the science of teaching machines how to learn by themselves. Machine Learning is reshaping and revolutionizing the world and disrupting industries and job functions globally.\u00a0\nMachine learning is so extensive that you probably use it numerous times a day without knowing it. From unlocking your mobile phones using your face to giving your attendance using a biometric machine, machine learning is being used in almost every stage.\u00a0\nIn this age of machine learning, every aspiring data scientist is expected to upskill themselves in machine learning techniques & tools and apply them to real-world business problems.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Overview of the Course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Data Science and Machine Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Setting up your system",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Variables and Data Types",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Operators",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Conditional Statements",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Looping Constructs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Data Structures",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "String Manipulation",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Functions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Modules, Packages and Standard Libraries",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Handling Text Files in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Python Libraries for Data Science",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Python Libraries for Data Science",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading Data Files in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Preprocessing, Subsetting and Modifying Pandas Dataframes",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Sorting and Aggregating Data in Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Visualizing Patterns and Trends in Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Machine Learning Lifecycle",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Problem statement and Hypothesis Generation",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Importance of Stats and EDA",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Build Your First Predictive Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Evaluation Metrics",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Preprocessing Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Build Your First ML Model: k-NN",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Selecting the Right Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Linear Models",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Project: Customer Churn Prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Decision Tree",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Engineering",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Project: NYC Taxi Trip Duration prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Overview of Machine Learning / Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Common Terminology used in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Applications of Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Installation steps for Windows",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Installation steps for Linux",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Installation steps for Mac",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Jupyter Notebook",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Download Python Module Handouts",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Variables in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Loops in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Break, Continue and Pass Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Break, Continue and Pass Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Data Structures",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "List and Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing List in Pyhton",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "List - Project in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Tuple in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Tuple",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Sets in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Sets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Dictionary in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: String Manipulation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Lambda Expression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Lambda Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Recursion in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Recursion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Modules",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Modules: Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Packages",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Standard Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "User Defined Libraries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz:  Modules, Packages and Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Handling Text Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Handling Text Files",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Important Libraries for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Numpy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Scipy in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Numpy and Scipy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Pandas in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Matplotlib in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Scikit-Learn in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Statsmodels in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading Big CSV Files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Reading CSV files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Reading Excel & Spreadsheet files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Reading JSON files in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Subsetting and Modifying Data in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Overview of Subsetting in Pandas I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Overview of Subsetting in Pandas II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Subsetting based on Position",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Subsetting based on Label",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Subsetting based on Value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Subsetting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Modifying data in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Modifying Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Preprocessing, Sorting and Aggregating Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Sorting the Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz:  Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Concatenating Dataframes in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Concept of SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing SQL-Like Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Joins in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Aggregating and Summarizing Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Preprocessing Timeseries Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Visualizing Trends & Pattern in Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Data Visualization with Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Data Visualization with Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "6 Steps of Machine Learning Lifecycle",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Predictive Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Defining the Problem statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Hypothesis Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz - Performing Hypothesis generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "List of hypothesis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz - Data Collection/Extraction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz -  Introduction to Exploratory Data Analysis & Data Insights",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Role of Statistics in EDA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Descriptive Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz - Descriptive and Inferential Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Benchmark Model: Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Benchmark Model - Regression Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Build a Benchmark Model: Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Build a Benchmark Model - Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Benchmark Model: Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Benchmark - Classification Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to Evaluation Metrics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Evaluation Metrics for Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Dealing with Missing Values in the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Dealing with missing values in the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Replacing Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Replacing Missing values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Imputing Missing Values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Imputing Missing values in data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Working with Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Working with categorical data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Working with Outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Working with outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Preprocessing Data for Model Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Building a kNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: How to calculate the distance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Issue with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to sklearn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Implementing k-Nearest Neighbours algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to Overfitting and Underfitting Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Visualizing overfitting and underfitting using knn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Selecting the Right Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "What is Validation?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: What is Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Understanding Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Implementing Hold-Out Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Understanding k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Implementing k-fold Cross Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Bias Variance Tradeoff",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Understanding Gradient descent (Intuition)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Maths behind gradient descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Convexity of cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Convexity of Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Assumptions of Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Assumptions of linear model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to logistic regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Odds Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Multiclass using Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Multi-Class Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Challenges with Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Challenges with Linear regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to Regularization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Regularisation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Coefficient estimate for ridge and lasso (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Predicting whether a customer will churn or not",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Decision Tree Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Introduction to Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Introduction to feature engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Exercise on Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Overview of the module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Feature Transformation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Feature Scaling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Feature Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Combining Sparse classes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Generation: Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Feature Generation- Binning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Feature Interaction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Generating Features: Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Frequency Encoding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Feature Engineering: Date Time Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Implementing DateTime Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Automated Feature Engineering : Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Implementing Feature tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Quiz: Implementing Feature Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Exploring the NYC dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Predicting the NYC taxi trip duration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Machine-Learning-Certification-Course-for-Beginners",
        "course_name": "Machine Learning Certification Course for Beginners"
    },
    {
        "text": "Data Science Career Conclave - Transition to Data Science!",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "\nIt feels like half the world wants to move into data science these days, with spectacular perks and a plethora of openings on offer in the industry. Organizations are investing heavily in data science talent to stay or move ahead of their competitors. As a data science aspirant, you couldn\u2019t have picked a better time to change your career!\n\nBut this comes with its own set of challenges. We are often asked by folks about how they should transition into data science. People from all sorts of backgrounds \u2013 IT, Sales, Finance, HR, Healthcare, etc. \u2013 they all want a piece of the data science pie.\nIn this exclusive course called the \u201cData Science Career Conclave\u201d, Analytics Vidhya has brought together leading data science experts to share their view on a broad range of data science career topics.\n\u00a0\nWhat is being covered in this Data Science Career Conclave?\nAs we said, a broad range of topics related to transitioning into a data science career. Here\u2019s a brief list of topics you can look forward to:\n\nDifferent Roles in Data Science - Which Role is Right for You? - by Mathangi Sri\nWhat are Hiring Managers Really Looking For? - by Kiran R\nHow to Build your Digital Profile for Data Science - by Dipanjan Sarkar\nPanel Discussion: How can you Transition into Data Science in 12 Months?\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "Career Conclave",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "Introduction to the Career Conclave",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "Different Roles in Data Science - Which Role is Right For You?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "What are Hiring Managers Really Looking For?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "How to Build your Digital Profile for Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "Panel Discussion: How can you Transition into Data Science in 12 Months?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-career-conclave",
        "course_name": "Data Science Career Conclave - Transition to Data Science!"
    },
    {
        "text": "Top Data Science Projects for Analysts and Data Scientists",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "\nThis is a very common question interviewers ask in data science interviews. We have conducted hundreds of these interviews for both data analyst and data scientist roles and this is quite often the jackpot question. This is especially true if you\u2019re a fresher or a relative newcomer to data science.\nJust doing courses or attaining certifications isn\u2019t good enough. Almost everyone we know holds certifications in various aspects of data science. It adds no value to your resume if you don\u2019t combine it with practical experience.\nAnd that\u2019s where open-source data science projects play such a key role!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Welcome to the course!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Machine Learning Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Deep Learning Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Computer Vision Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Natural Language Processing (NLP) Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Reinforcement Learning Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Data Engineering Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Other Data Science Projects",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "About the Data Science Projects Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Machine Learning Visuals \u2013 A Brilliant Way to Communicate",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "PandaPy \u2013 Your New Favorite Python Library",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "VisualDL",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Real-Time Audio Analysis using PyAudio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "OpenAI\u2019s Jukebox: A Generative Model for Music",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Graph Neural Networks in TensorFlow 2.0",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Facebook AI's Detectron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Caire - Image Resizing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "AlphaPose",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "FastPhotoStyle",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Facebook AI\u2019s DEtection TRansformer (DETR)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Real-Time Image Animation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Convert Any Image into a 3D Photo",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Transform an Image into a Cartoon Illustration",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "One-Shot Multi-Object Tracking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "GAN Compression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "StyleGAN2 \u2013 A New State-of-the-Art GAN!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Real-Time Person Removal using TensorFlow.js",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Computer Vision Basics in Microsoft Excel",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Open AI's GPT-3",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "NLP Paper Summaries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Google\u2019s ELECTRA",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Reformer \u2013 The Efficient Transformer in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "DeepReinforcementLearning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Minigo",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "The Goodreads Machine Learning Pipeline",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Awesome Software Engineering for Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "TextShot",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "ShyNet \u2013 Privacy-Friendly and Cookie-Free Web Analytics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Coronavirus Time Series Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Google Brain AutoML",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "ggbump \u2013 Data Visualization in R!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Google Earth Engine \u2013 300+ Jupyter Notebooks to Analyze Geospatial Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "AVA \u2013 Automated Visual Analytics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists",
        "course_name": "Top Data Science Projects for Analysts and Data Scientists"
    },
    {
        "text": "Getting Started with Git and GitHub for Data Science Professionals",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "\nEver heard of version control? It is one of the most important concepts in a data scientist\u2019s daily role - and yet most newcomers and beginners haven\u2019t even come across it! This is a fallacy you must overcome as soon as possible.\nYou need to understand how to navigate through Git and GitHub if you want to make it as a data science professional. While a lot of folks know about these tools (having used them for cloning open source code from Google Research and other top data science organizations), they never really understand their real purpose.\nThe beauty of version control will be akin to a revelation. The way you can create a remote project and have all your team members work on different features parallelly yet independently but still have a stable running code at the end of the day - priceless! A lot of the problem we face in data science while working remotely and independently will be erased with a quick understanding of Git and GitHub.\nYes, this course really is that important!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Getting Familiar with Git and Github",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Understand Git Terminology",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Get Started with Git",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Going Remote - Get started with Github",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "What's next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "What is Git?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "What is Github?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "What is a Repository?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Understand Cloning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Let's Commit!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Understanding Push",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Understanding Pull",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Install Git in your system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Let's Initialize Git!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Configure Git in your system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Committing files in Git",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "View Logs in Git",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Create Remote Repository",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Add Git Remote to Your Repository",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Push using Git",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Cloning a GitHub Repository",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Branching and Merging",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Pull using Git",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Forking and contributing to the world",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals",
        "course_name": "Getting Started with Git and GitHub for Data Science Professionals"
    },
    {
        "text": "Machine Learning Starter Program",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/bundles/machine-learning-starter-program",
        "course_name": "Machine Learning Starter Program"
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    {
        "text": "\n\n\nWe generate more than 2.5 quintillion bytes of data every day - and companies across the globe are hiring data scientists to make sense of this data.\nA data scientist\u2019s job is one of the most sought-after in the 21st century. Companies are increasingly looking for professionals with a variety of skills in Machine Learning. And that's what we are here to give you via our Machine Learning Starter Program.\nThis is the perfect starting point to ignite your fledgling machine learning career and take a HUGE step towards your dream data scientist role.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/bundles/machine-learning-starter-program",
        "course_name": "Machine Learning Starter Program"
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    {
        "text": "Data Science Hacks, Tips and Tricks",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
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    {
        "text": "\nThe Data Science Hacks, Tips and Tricks course is your one stop destination to become a better and more efficient data scientist!\nWe have poured in our decades of experience with data science and programming (especially Python programming!), to provide you with time-saving hacks related to:\n\nPython tips and tricks\nData exploration tips and tricks\nData preprocessing hacks\nEfficient use of Jupyter notebooks\nPython functions\nBuilding predictive models (hacks to build machine learning models in no time!),\n\n\nAnd much more!\u00a0\nWe have created the Data Science hacks, tips and tricks course in a way that you can go through each hack as a separate module. Since the goal of the hacks, tips and tricks is to provide you with efficient code to solve problems, the videos are a demo of these hacks, tips and tricks. The videos are self-explanatory.\nThis free course by Analytics Vidhya covers a broad range of data science hacks, tips and tricks, including Python programming hacks, tips and tricks to ace data science tasks like data preprocessing and data exploration, and much more. Get started today!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
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    {
        "text": "Introduction to Data Science Hacks, Tips and Tricks Course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
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    {
        "text": "Data Science Hack #1 - Resource Downloader",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #2 - Pandas Apply",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #3 - how to extract email addresses from text?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #4 - Pandas Boolean Indexing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #5 - Pandas Pivot Table",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #6 - Splitting a String in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #7  - Transforming distributions to Normal Distributions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #8  - Remove Emojis from text",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #9 - Elbow method for kNN classifier",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #10 - Pandas crosstab for quick exploratory analysis",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #11  - Scaling features using MinMax Scaler",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #12  - Feature Engineering for Date Time Features",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #13 - Creating dummy test data using sklearn",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #14 - Image Augmentation to increase size of Training data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #15 - Fast Tokenization using Hugging Face",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #16 - Stratified sampling using sklearn",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #17 - Reading html files using Pandas read_html",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #18 - Extract different data types into different dataframes",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #19 - Pandas profiling for quick exploratory analysis",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #20 - Change wide form dataframe to Long form dataframe",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #21 - Magic functions in Jupyter notebooks",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #22 - Set Jupyter theme",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #23 Change Cell width in Jupyter notebook",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #24 - Change Datatype to datetime",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #25 - Sharing jupyter notebook",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #26 - Visualize Decision Tree",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #27 - Invert Dictionary in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #28 Visualize Interactive plot",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #29 - Write python file directly from jupyter notebook cell",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #31 Feature Selection",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #32 Convert string into characters",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #33 Apply pandas in parallel",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #34 Convert Date format",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #35 Make images of same size",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Data Science Hack #36 Regex testing and debugging",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "About the Data Science Hacks, Tips and Tricks Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Resource Downloader",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandas Apply",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Extract E-mails from text",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandas Boolean Indexing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandas Pivot Table",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "str.split()",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Normal Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Remove Emojis from text",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Elbow method for classifier",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandas crosstab",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "MinMax Scaler",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Feature engineering for time series data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Dummy data for Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Image Augmentation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Tokenize by Hugging Face",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Stratify - Splitting data proportionately",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Reading HTML file",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Divide Continuous and categorical data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandas Profilling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Formatting of DataFrames",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Magic function- %history",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Setting up Dark Jupyter notebook theme",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Use Jupyter-themes to change cell width",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Use parse_dates in read_csv",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Use Jupyter nbviewer to share ipynb",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Decision Tree Plotting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Reversing Dictionary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Interactive Plot using cufflinks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Using %%writefile and %run  magic functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Feature Selection using Sklearn's SelectFromModel",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Easiest way to convert string into characters",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Pandarellel - Pandas in parallel",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Date Parser",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Resize Images",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Regex 101",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks",
        "course_name": "Data Science Hacks, Tips and Tricks"
    },
    {
        "text": "Introduction to Business Analytics",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "\nGetting Started with Business Analytics\nWhat is Business Analytics? Why has it become so popular recently? What are some of the popular applications of Business Analytics? And more importantly, how can you get started with learning Business Analytics from scratch?\nWith growth in digitisation, Business Analytics is ubiquitous right now. Organizations are splurging to integrate data science solutions in their daily processes. This is where they need Business Analysts.\nWhy pursue Business Analytics:\n\nData is ubiquitous! Organizations need people who can use Business Analytics tools and techniques to make sense of this data.\u00a0\nIt is one of the hottest field in the industry right now\nThere are so many Business Analytics tools and techniques which can be applied to solve business problems. Keep learning, keep growing!\nThe potential of Business Analytics is limitless - spanning across industries, roles and functions\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "What is Business Analytics?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Spectrum of Business Analytics",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Skills Required for Business Analytics and Roadmap of Business Analytics Program",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Case study: Ezine Publishing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Your Feedback Matters!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "What is Business Analytics?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz: What is Business Analytics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "You just joined an exicting startup!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Map the Job families",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Data Scientist vs. Data Engineer vs. Business Analyst",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Map the responsibilities",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Sample problems and projects - Business Analytics vs. Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz: Sample problems and Projects - Business Analysts vs. Data Scientits",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "A few more things - Business Analytics vs. Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Career in Business Analytics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Knowing Each other",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Terms related to Business Analytics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Management Information Systems (MIS)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Detective Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Business Intelligence",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Predictive Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Artificial Intelligence and Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "What kind of problems do Business Analysts work on?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Skills Required in Business Analytics Roles",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Download the Roadmap for Certified Business Analytics Program (CBAP)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Bonus Section - Logistics of Certified Business Analytics Program from Analytics Vidhya",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Overview - Case study - Ezine Publishing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Understanding Business",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz: Identify Focus Categories",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz: Getting Granular with traffic data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Identify effective channel",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Maximize Revenue",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Target Customers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz: Traffic Distribution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Quiz - Advertisements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Please share your valuable experince",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics",
        "course_name": "Introduction to Business Analytics"
    },
    {
        "text": "Introduction to PyTorch for Deep Learning",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "\nWelcome to the world of PyTorch - a deep learning framework that has changed and re-imagined the way we build deep learning models.\n\u00a0\nPyTorch was recently voted as the favorite deep learning framework among researchers. It has left TensorFlow behind and continues to be the deep learning framework of choice for many experts and practitioners.\n\u00a0\nPyTorch is super flexible and is quite easy to grasp, even for deep learning beginners. If you work on deep learning and computer vision projects, you\u2019ll love working with PyTorch.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "What is PyTorch?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Neural Networks",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Implementing a Neural Network in Pytorch",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Deep Learning on Pytorch",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Getting Started with PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Why should we use PyTorch?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "A word from the creators of PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Tensors in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Mathematical Operations in PyTorch(vs. NumPy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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        "text": "Matrix Operations in PyTorch(vs. NumPy)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Tensor Operations",
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        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Getting started with Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Exercise : Getting started with Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Independent and Dependent Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Understanding Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Exercise : Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Error and Reason for Error",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Exercise : Error and Reason for Error",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Gradient Descent Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Understanding Math Behind Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Exercise : Gradient Descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Back Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Exercise : Back Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Summary of the Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Modules in PyTorch - Autograd",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Modules in PyTorch: Optim",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Modules in PyTorch: nn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
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    {
        "text": "Implementing a Neural Network from Scratch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Case Study \u2013 Solving an Image Recognition problem in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Other Use cases for  Deep Learning in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "What Next?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning",
        "course_name": "Introduction to PyTorch for Deep Learning"
    },
    {
        "text": "Introductory Data Science for Business Managers",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/bundles/introductory-data-science-for-business-managers",
        "course_name": "Introductory Data Science for Business Managers"
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    {
        "text": "\nThe data science revolution is well and truly disrupting multiple and diverse industries. It has become the centerpiece of strategic decision making for organizations. Are you prepared to enable it for your business and your current role?\nThere is a serious shortage of decision-makers in the data science universe. While projects are springing up everywhere, the managers and leaders required to guide and mentor data science teams are rare to find.\nData Science for Managers is a thoughtfully curated program designed especially for decision-makers. Whether you\u2019re a manager, team leader, CxO or entrepreneur, you NEED to be data science educated. And this is the perfect program to get you there.\nYou will get access to three of the most comprehensive courses in this certified program. Enable yourself, and your business, to be ready for the Artificial Intelligence revolution!\n\nKey Takeaways from Certified Program: Introductory Data Science for Business Managers\n\n\nArtificial Intelligence and Machine Learning for Business Leaders: The ultimate Artificial Intelligence & Machine Learning course for CxOs, Managers, Team Leaders and Entrepreneurs\n\nIntroduction to Data Science: Every data science manager and leader should have a good hold on core data science techniques. This course will teach you the basics of the most popular data science language \u2013 Python, the basics of core statistics, and introduce you to the essential machine learning algorithms used in businesses today\n\nTableau 2.0 - Master Tableau from Scratch: Convert your data into actionable insights, create dashboards to impress your clients, and learn Tableau tips, tricks, and best practices for your analytics, business intelligence or data science role!\n\n\n\nWhy you should take this certified program?\n\n\nUpskill yourself for the AI Revolution:\u00a0Artificial Intelligence has already started making a huge impact in various industries, roles and functions. The time to upskill yourself and become familiar with artificial intelligence and machine learning is NOW. This comprehensive program will enable you to do just that.\n\nEasy to understand content:\u00a0Understanding data science concepts can be difficult. Especially if you\u2019re a mid or late-career transitioner coming from a non-technical background. That\u2019s why all the courses in this program have been curated and designed for people from all walks of life. We don\u2019t assume anything \u2013 this is data science from scratch.\n\nExperienced Instructors:\u00a0All the material in this program was created by instructors who bring immense industry experience of data science. Combined among us, we have more than two decades of teaching experience.\n\nIndustry Relevant:\u00a0All the courses in this program have been vetted by industry experts. This ensures relevance in the industry and enables you with the content which matters most.\n\nReal life problems:\u00a0All projects in the program are modelled on real-world scenarios. We mean it when we say \u201cindustry relevant\u201d!\n\n\nPrerequisites of\u00a0Certified Program: Introductory Data Science for Business Managers\nThis program requires no past knowledge about Data Science or any tool.\n",
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        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "\nNatural Language Processing is the art of extracting information from unstructured text. Learn basics of Natural Language Processing, Regular Expressions & text sentiment analysis using machine learning in this course.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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        "text": "Module 2: Learn to use Regular Expressions",
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        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Module 4: NLP Certification Exam",
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        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Module 5: Where to go from here?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Introduction to Natural Language Processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Exercise : Introduction to Natural Language Processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Python for Data Science (Optional)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Welcome to Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Understanding Regular Expression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Implementing Regular Expression in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Exercise : Implementing Regular Expression in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Welcome to Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Tokenization and Text Normalization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Exercise : Tokenization and Text Normalization",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Exploring Text Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Part of Speech Tagging and Grammar Parsing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Exercise : Part of Speech Tagging and Grammar Parsing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Implementing Text Pre-processing Using NLTK",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
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    {
        "text": "Exercise : Implementing Text Pre-processing Using NLTK",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Build a Basic ML Model for Text Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "NLP Exam",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Intro-to-NLP",
        "course_name": "Introduction to Natural Language Processing"
    },
    {
        "text": "Getting started with Decision Trees",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "\nWhat is a Decision Tree?\nA Decision Tree is a flowchart like structure, where each node represents a decision, each branch represents an outcome of the decision, and each terminal node provides a prediction / label.\n\nWhy learn about Decision Trees?\n\nDecision Trees are the most widely and commonly used machine learning algorithms.\nDecision Trees can be used for solving both classification as well as regression problems.\nDecision Trees are robust to Outliers, so if you have Outliers in your data - you can still build Decision Tree models without worrying about impact of Outliers on your model.\nDecision Trees are easy to interpret and hence have multiple applications in different industries.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
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    {
        "text": "Getting Started with Decision Tree",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Introduction to Decision Tree",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: Purity in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: Introduction to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Terminologies Related to Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: How to Select the Best Split Point in Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: Chi-Square",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: Information Gain",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Quiz: Reduction in Variance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
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        "text": "Optimizing Performance of Decision Trees",
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        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
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        "text": "Quiz: Optimizing Performance of Decision Trees",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
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    {
        "text": "Decision Tree Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Dataset: Decision Tree Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees",
        "course_name": "Getting started with Decision Trees"
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    {
        "text": "Introduction to Python",
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        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "\nDo you want to enter the field of Data Science? Are you intimidated by the coding you would need to learn? Are you looking to learn Python to switch to a data science career?\nYou have come to just the right place!\n\nMost industry experts recommend starting your Data Science journey with Python\nAcross biggest companies and startups, Python is the most used language for Data Science and Machine Learning Projects\nStackoverflow survey for 2019 had Python outrank Java in the list of most loved languages\n\nPython is a very versatile language since it has a wide array of functionalities already available. The sheer range of functionalities might sound too exhaustive and complicated, you don\u201a\u00c4\u00f4t need to be well-versed with them all.\nMost data scientists have a few go-to libraries for their daily tasks like:\n\nfor performing data cleaning and analysis - pandas\nfor basic statistical tools \u201a\u00c4\u00ec numpy, scipy\nfor data visualization \u201a\u00c4\u00ec matplotlib, seaborn\n\n",
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        "course_name": "Introduction to Python"
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        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
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    {
        "text": "Introduction to Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Operators",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
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    {
        "text": "Variables and Data Types",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Conditional Statements",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Looping Constructs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Functions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Structure",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Lists",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Dictionaries",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Standard Libraries in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading a CSV File in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Frames and basic operations with Data Frames",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Indexing a Data Frame",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Manipulation and Visualization",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Regular Expressions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Cheatsheet for Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Evaluate",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Feedback",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Where to go from here?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "A brief introduction to Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Introduction to Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Installing Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Become a BlackBelt in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Theory of Operators",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Operators in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Operators Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding variables and data types",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Variable Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Variables and Data Types in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Conditional Statements",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Implementing Conditional Statements in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Conditional Statements test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Looping Constructs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Implementing Looping Constructs in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Looping Constructs test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Implementing Functions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Functions test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "A brief introduction to data structure",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Structure test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding the concept of Lists",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Lists test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Implementing Lists in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding the concept of Dictionaries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Implementing Dictionaries in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Dictionaries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding the concept of Standard Libraries",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Libraries test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading a CSV File in Python - Introduction to Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading a CSV file in Python: Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading a csv file in Python test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding dataframes and basic operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "DataFrames and basic operations test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Reading dataframes and conduct basic operations in Python Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Indexing a Dataframe",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Indexing DataFrames test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Exercise",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Sorting Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Merging Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Sorting and Merging dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Apply function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Apply function and Aggregating data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Basics of Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Visualization using Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Matplotlib",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Basics of Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Data Visualization using Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Seaborn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Understanding Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Regular Expressions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Regular Expressions in  Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz: Regular Expressions in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Cheatsheet for Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Instructions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Quiz",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Python Coding Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Poll",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science",
        "course_name": "Introduction to Python"
    },
    {
        "text": "Loan Prediction Practice Problem (Using Python)",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "\nThis course is designed for people who want to solve binary classification problems. Classification is a skill every Data Scientist should be well versed in.\nIn this course, we are solving a real life case study of Dream Housing Finance. The company deals in all home loans. They have a presence across all urban, semi-urban and rural areas. Customers first apply for a home loan after that company validates the customer's eligibility. The company wants to automate the loan eligibility process (real-time) based on customer detail provided while filling online application form.\nBy the end of the course, you will have a solid understanding of Classification problem and Various approaches to solve the probem\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Loan Prediction : Practice Problem",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Introduction to the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Table of Contents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Hypothesis Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Exercise 2  | Discussion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Getting the system ready and loading the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Understanding the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Univariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Bivariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Missing Value and Outlier Treatment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Evaluation Metrics for Classification Problems",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Model Building : Part I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Logistic Regression using stratified k-folds cross validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Model Building : Part II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python",
        "course_name": "Loan Prediction Practice Problem (Using Python)"
    },
    {
        "text": "Big Mart Sales Prediction Using R",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "\nSales prediction is a very common real life problem that each company faces at least once in its life time. If done correctly, it can have a significant impact on the success and performance of that company.\nIn this course you will be working on the Big Mart Sales Prediction Challenge.\nThe course will equip you with the skills and techniques required to solve regression problems in R. You will be provided with sufficient theory and practice material to hone your predictive modeling skills. \n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Big Mart Sales",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Table of contents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Hypothesis Generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Loading Packages and Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Understanding the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Univariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Bivariate Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Missing Value Treatment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Encoding Categorical Variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "PreProcessing Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Model Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Regularized Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Summary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r",
        "course_name": "Big Mart Sales Prediction Using R"
    },
    {
        "text": "Twitter Sentiment Analysis",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "\nWhat is Sentiment Analysis?\n\nSentiment Analysis or Opinion Mining is a technique used to analyse the emotion in a text. We can extract the attitude or the opinion of a piece of text and get insights on it.\u00a0\nIn the context of machine learning, you can think of Sentiment Analysis as a Classification problem where the text can either have a positive sentiment, a negative sentiment or a neutral one.\n\n\nWhat are the applications of Sentiment Analysis in the industry?\n\nIn the age of social media, it is extremely common to comment about\u00a0\na movie you liked or\u00a0\na book you didn\u2019t like or\u00a0\na product you bought was not up to the mark.\n\n\nTherefore, a lot of companies use sentiment analysis for their products since it provides direct feedback of the customer\u2019s opinion.\nIt is also important to detect and remove hateful content from social media and companies like Twitter, Facebook, etc. extensively use sentiment analysis on a daily basis.\n\n\u00a0\nOn what kind of projects would I implement sentiment analysis?\nThere are a wide variety of projects where you can use Sentiment Analysis. Here are a couple of popular use cases:\n\nSentiment Analysis can not only be used for customer reviews or product feedback, but in other domains as well.\nAnalyzing the sentiments on social media on the US Elections, for example, gives useful insights on which candidates are favoured by the public and which are not.\n\nFor other interesting problems involving sentiment/emotion detection, you can visit: https://datahack.analyticsvidhya.com/contest/all/\n\nWhat is the range of sentiments that can be observed and analysed?\n\nIn the earlier days of\u00a0Natural language processing\u00a0and Sentiment Analysis, the sentiments could hold only 2 or 3 values: Positive or Negative, and Positive, Neutral or Negative.\nHowever, with the advent of deep learning, we can now recognize the subtle emotions in a text as well.\nThis has made tasks like Sarcasm detection, fake news detection etc. popular in research areas of Natural language processing\u00a0\n\n\nCan I add this project to my resume and use it in my Interview?\n\nSentiment Analysis is one of the most popular applications of Machine Learning and Classification in Natural language processing\nWe also encourage you to take up more diverse datasets and apply sentiment analysis on them.\nSentiment Analysis is also one of the first projects you would learn in your Natural language processing journey and as such is commonly asked in interviews.\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Twitter Sentiment Analysis (Using Python)",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Overview of the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Understand the Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Table of Contents",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Loading Libraries and Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Data Inspection",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Data Cleaning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Story Generation and Visualization from Tweets",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Bag-of-Words Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "TF-IDF Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Word2Vec Features",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Support Vector Machine (SVM)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "RandomForest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "FineTuning XGBoost + Word2Vec",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Summary",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis",
        "course_name": "Twitter Sentiment Analysis"
    },
    {
        "text": "Pandas for Data Analysis in Python",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "\nPandas is one of the most popular Python libraries in data science. In fact, Pandas is among those elite libraries that draw instant recognition from programmers of all backgrounds, from developers to data scientists.\nAccording to a recent survey by StackOverflow, Pandas is the 4th most used library/framework in the world. That is quite an achievement!\nPandas is the first library we import when we fire up our Jupyter notebooks (\u201a\u00c4\u00f2import pandas as pd\u201a\u00c4\u00f4 is indelibly etched in our minds!). It is a super flexible tool that enables us to perform data analysis and data manipulation on Pandas dataframes in double-quick time.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Getting Started with Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Dataset Description",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Read & Write Data using Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Pandas Dataframes",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Data Exploration using Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Data Manipulation using Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Aggregating data using Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Merging Data using Pandas",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Pandas Cheatsheet",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Introduction to the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Pandas Installation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Big Mart Sales",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Understanding File System & shell commands",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Reading Excel & CSV files",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Writing Data using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: Reading a csv file using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "What are Pandas Dataframes & its operations?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Selecting Columns & Rows in Pandas (Indexing)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: DataFrames and basic operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Basic Descriptive Statistics using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Plotting using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: Data Exploration using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Renaming Column using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Sorting Data in Pandas DataFrame",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Binning using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Handling Missing Values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Apply Function in Pandas for Element wise Operations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: Pandas Apply Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Types of Aggregations in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Aggregations using Pandas in action",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: Aggregations in Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Merging Data in Pandas Dataframes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Quiz: Merging Data using Pandas",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Pandas Cheatsheet",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python",
        "course_name": "Pandas for Data Analysis in Python"
    },
    {
        "text": "Support Vector Machine (SVM) in Python and R",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "\nWant to learn the popular machine learning algorithm - Support Vector Machines (SVM)? Support Vector Machines can be used to build both Regression and Classification Machine Learning models.\nThis free course will not only teach you basics of Support Vector Machines (SVM) and how it works, it will also tell you how to implement it in Python and R.\nThis course on SVM would help you understand hyperplanes and Kernel tricks to leave you with one of the most popular machine learning algorithms at your disposal.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Introduction to Support Vector Machines",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "How does SVM work?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "SVM Kernels and Hyperparameters",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Implementing SVM in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Implementing SVM in R",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Challenges of SVM",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "What are Support Vector Machines?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Why do we use SVM and how is it better?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Non-linear Separation and Margins",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Hyperplanes in SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Quiz: Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Types of Kernels used in SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Quiz: Kernel Tricks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Hyperparameter tuning in SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Implementing Support Vector Machine",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "How to implement Support Vector Machine Classifier in R?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Drawbacks of SVM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "What next?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r",
        "course_name": "Support Vector Machine (SVM) in Python and R"
    },
    {
        "text": "Evaluation Metrics for Machine Learning Models",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "\nEvaluation metrics form the backbone of improving your machine learning model. Without these evaluation metrics, we would be lost in a sea of machine learning model scores - unable to understand which model is performing well.\n\u00ac\u2020\nWondering where evaluation metrics fit in? Here\u201a\u00c4\u00f4s how the typical machine learning model building process works:\n\nWe build a machine learning model (both regression and classification included)\nGet feedback from the evaluation metric(s)\nMake improvements to the model\nUse the evaluation metric to gauge the model\u201a\u00c4\u00f4s performance, and\nContinue until you achieve a desirable accuracy\n\n\u00ac\u2020\nEvaluation metrics, essentially, explain the performance of a machine learning model. An important aspect of evaluation metrics is their capability to discriminate among model results.\n\u00ac\u2020\nIf you\u201a\u00c4\u00f4ve ever wondered how concepts like AUC-ROC, F1 Score, Gini Index, Root Mean Square Error (RMSE), and Confusion Matrix work, well - you\u201a\u00c4\u00f4ve come to the right course!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Evaluation Metrics: Classification",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Evaluation Metrics: Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "What Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Types of Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Why do we need Evaluation Metrics?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: Confusion Matrix",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: Alternatives of Accuracy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: Precision and Recall",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "F-Score",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Thresholding",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: AUC-ROC",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Log Loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: Log Loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Gini Coefficient",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "MAE and MSE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "RMSE and RMSLE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Quiz: RMSE and RMSLE",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "R2 and Adjusted R2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Cross-Validation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "The Way Forward",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/evaluation-metrics-for-machine-learning-models",
        "course_name": "Evaluation Metrics for Machine Learning Models"
    },
    {
        "text": "Fundamentals of Regression Analysis",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "\nLinear regression and logistic regression are typically the first algorithms we learn in data science. These are two key concepts not just in machine learning, but in statistics as well.\n\u00ac\u2020\nDue to their popularity, a lot of data science aspirants even end up thinking that they are the only forms of regression! Or at least linear regression and logistic regression are the most important among all forms of regression analysis.\n\u00ac\u2020\nThe truth, as always, lies somewhere in between. There are multiple types of regression apart from linear regression:\n\nRidge regression\nLasso regression\nPolynomial regression\nStepwise regression, among others.\n\n\u00ac\u2020\nLinear regression is just one part of the regression analysis umbrella. Each regression form has its own importance and a specific condition where they are best suited to apply.\n\u00ac\u2020\nRegression analysis marks the first step in predictive modeling. The different types of regression techniques are widely popular because they\u201a\u00c4\u00f4re easy to understand and implement using a programming language of your choice.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Welcome to the course!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Introduction to Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Types of Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Linear Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Logistic Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Ridge Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Lasso Regression",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Selecting the Right Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "What next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Welcome!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "What is Regression Analysis?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Why do we use Regression?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "How many types of regression techniques do we have?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Introduction to Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Understanding Cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Understanding Gradient descent (Intuition)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Maths behind gradient descent",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Convexity of cost function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Assumptions of Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Implementing Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Generalized Linear Models",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Introduction to Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Odds Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Implementing Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Multiclass using Logistic Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Challenges with Linear Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "What is Ridge Regression?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Notebook",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "What is Lasso Regression?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "How to select the right regression model?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "What Next?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/Fundamentals-of-Regression-Analysis",
        "course_name": "Fundamentals of Regression Analysis"
    },
    {
        "text": "Getting Started with scikit-learn (sklearn) for Machine Learning",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "\nScikit-learn, or sklearn for short, is the first Python library we turn to when building machine learning models. Sklearn is unanimously the favorite Python library among data scientists. As a newcomer to machine learning, you should be comfortable with sklearn and how to build ML models, including:\n\nLinear Regression using sklearn\nLogistic Regression using sklearn, and so on.\n\n\u00a0There\u2019s no question - scikit-learn provides handy tools with easy-to-read syntax. Among the pantheon of popular Python libraries, scikit-learn (sklearn) ranks in the top echelon along with Pandas and NumPy.\nWe love the clean, uniform code and functions that scikit-learn provides. The excellent documentation is the icing on the cake as it makes a lot of beginners self-sufficient with building machine learning models using sklearn.\nIn short, sklearn is a must-know Python library for machine learning. Whether you want to build linear regression or logistic regression models, decision tree or a random forest, sklearn is your go-to library.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Welcome to the course!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "scikit-learn in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Use of Scikit-learn in Data Science Life Cycle",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Use of Scikit-Learn in Model Building",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Machine Learning pipeline using scikit-learn!",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Next Steps...",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Welcome to this course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "What is scikit-learn?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Components of scikit-learn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Community / Organizations using scikit-learn",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Introduction to Data Science Life Cycle",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Scikit-learn for Data Preprocessing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Treating missing values",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Treating Outliers",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Feature Engineering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Dimensionality Reduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Introduction to Model Building and Evaluation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Regression",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Clustering",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Understanding Problem Statement",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Building a prototype model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Data Exploration and Preprocessing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Encode the categorical variables",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Scale the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Model Building",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Feature Importance",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Identifying features to build the ML pipeline",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Pipeline Design",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Building Pipeline",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Predict the Target",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Conclusion",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn",
        "course_name": "Getting Started with scikit-learn (sklearn) for Machine Learning"
    },
    {
        "text": "Convolutional Neural Networks (CNN) from Scratch ",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "\nConvolutional Neural Networks, or CNN as they\u2019re popularly called, are the go-to deep learning architecture for computer vision tasks, such as object detection, image segmentation, facial recognition, among others. CNNs have even been extended to the field of video analysis!\nIf you are picking one deep learning architecture to learn and are not sure where to start, you should go for convolutional neural networks. Deep learning enthusiasts and experts with CNN knowledge are being widely sourced in the industry.\nIt\u2019s your time to use this CNN skillset and shine!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Introduction to Neural Networks",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Introduction to CNNs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Architecture of a CNN",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Mathematics behind CNNs",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Implementing a CNN",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "What Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "What is a Neural Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Types of Neural Networks",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Prerequisites",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "What is a Convolutional Neural Network?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Why should you use a CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "The Convolutional Layer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "The Pooling Layer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "The Ouput Layer",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Taking a step back: The bigger picture of CNNs",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Transforming the data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Forward Propagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Backpropagation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Using NumPy",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Using Keras",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Implementing a CNN in PyTorch",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "More projects with CNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch",
        "course_name": "Convolutional Neural Networks (CNN) from Scratch "
    },
    {
        "text": "Dimensionality Reduction for Machine Learning",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "\nHave you worked on a dataset with more than a thousand features? How about 40,000 features? We are generating data at an unprecedented pace right now and working with massive datasets in machine learning projects is becoming mainstream.\nThis is where the power of dimensionality reduction techniques comes to the fore. Dimensionality reduction is actually one of the most crucial aspects in machine learning projects.\nYou can use dimensionality reduction techniques to reduce the number of features in your dataset without having to lose much information and keep (or improve) the model\u2019s performance. It\u2019s a really powerful way to deal with huge datasets, as you\u2019ll see in this course!\nEvery data scientist, aspiring established, should be aware of the different dimensionality reduction techniques, such as Principal Component Analysis (PCA), Factor Analysis, t-SNE, High Correlation Filter, Missing Value Ratio, among others.\nSo in this beginner-friendly course, you will learn the basics of dimensionality reduction and why you should know dimensionality reduction in machine learning. We will also cover 12 dimensionality reduction techniques! This course is as comprehensive an introduction as you can get!\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Introduction to the Course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Introduction to Dimensionality Reduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Feature Selection Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Factor Based Feature Extraction Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Projection Based Feature Extraction Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "What is Dimensionality Reduction?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Why is Dimensionality Reduction required?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Common Dimensionality Reduction Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Missing Value Ratio",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Missing Value Ratio Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Low Variance Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Low Variance Filter Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "High Correlation Filter",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Backward Feature Elimination",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Backward Feature Elimination Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Forward Feature Selection",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Forward Feature Selection Implementation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Introduction to the Module",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Factor Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Principal Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Independent Component Analysis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "Understanding Projection",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "ISOMAP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "t- Distributed Stochastic Neighbor Embedding (t-SNE)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "UMAP",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/dimensionality-reduction-for-machine-learning",
        "course_name": "Dimensionality Reduction for Machine Learning"
    },
    {
        "text": "K-Nearest Neighbors (KNN) Algorithm in Python and R",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "\nK-Nearest Neighbor (KNN) is one of the most popular machine learning algorithms. As a newcomer or beginner in machine learning, you\u2019ll find KNN to be among the easiest algorithms to pick up.\nAnd despite its simplicity, KNN has proven to be incredibly effective at certain tasks in machine learning.\n\u00a0\nThe KNN algorithm is simple to understand, easy to explain and perfect to demonstrate to a non-technical audience (that\u2019s why stakeholders love it!). That\u2019s a key reason why it\u2019s widely used in the industry and why you should know how the algorithm works.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "K-NEAREST NEIGHBOUR",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Steps to Build a K-NEAREST NEIGHBOUR Model",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Implementation in Python and R",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "What's Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Welcome to the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "What is KNN?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Applications of KNN",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Steps to build a KNN model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Determining right value of k",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "How to Calculate distance?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Issues with distance based algorithms",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Implementation of KNN in Pyhton",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Implementation of KNN in R",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "More resources for you",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/K-Nearest-Neighbors-KNN-Algorithm",
        "course_name": "K-Nearest Neighbors (KNN) Algorithm in Python and R"
    },
    {
        "text": "Ensemble Learning and Ensemble Learning Techniques",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Ensemble learning is a powerful machine learning algorithm that is used across industries by data science experts. The beauty of ensemble learning techniques is that they combine the predictions of multiple machine learning models.\u00a0You must have used or come across several of these ensemble learning techniques in your machine learning journey:- Bagging- Boosting- Stacking- Blending, etc.\u00a0These ensemble learning techniques include popular machine learning algorithms such as XGBoost, Gradient Boosting, among others. You must be getting a good idea of how vast and useful ensemble learning can be!",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Basic Ensemble Learning Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Advanced Ensemble Learning Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Advanced Ensemble Learning: Bagging",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Advanced Ensemble Learning: Boosting",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "What next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Intuition behind Ensemble Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "What is Ensemble Learning?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "What models will be covered in the course?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Introduction to Ensemble Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Max Voting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Averaging",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Weighted Average",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Basic Ensemble Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Implementing Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Variants of Stacking",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Blending",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Bootstrap Sampling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Bootstrap Sampling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "What is Bagging?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Bagging Meta-Estimator",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Hyper-parameters of Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Hyper-parameters of Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Implementing Random Forest",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Introduction to boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "What is Boosting?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Introduction to Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Gradient Boosting Algorithm (GBM)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Math Behind GBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: Gradient Boosting Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Extreme Gradient Boosting (XGBoost)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Implementing XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: XGBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "AdaBoost: Adaptive Boosting",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Implementing AdaBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Quiz: AdaBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "LightGBM",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "CatBoost",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Next Steps",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/ensemble-learning-and-ensemble-learning-techniques",
        "course_name": "Ensemble Learning and Ensemble Learning Techniques"
    },
    {
        "text": "Linear Programming for Data Science Professionals",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "\nOptimization is the way of life. We all have finite resources and time and we want to make the most of them. From using your time productively to solving supply chain problems for your company \u2013 everything uses optimization.\nAnd that\u2019s where learning linear programming will make you a better data science professional.\nWe are solving optimization problems everyday - without realizing it. Think of how you distributed the chocolate among your peers or siblings - that\u2019s your way of optimizing the situation. On the other hand devising inventory and warehousing strategy for an e-tailer can be very complex. Millions of SKUs with different popularity in different regions to be delivered in defined time and resources.\nAnd linear programming helps us solve these optimization problems with ease and efficiency. As a data science professional, you are bound to come across these optimization problems that you will solve using linear programming.\n\u00a0Simply put, you should know what linear programming is, and the different methods to solve linear programming problems.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Introduction to Linear Programming",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Tools to Solving Linear Programming Problems",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Methods to Solve Linear Programing Problems",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Applications of Linear Programming",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Conclusion",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "How to Use the Mini-Course Template",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Introduction to Linear Programming",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "What is Linear Programming",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Formulating a problem \u2013 Let\u2019s manufacture some chocolates",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Common Terminologies in Linear Programming",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Process to Formulate a Linear Programming Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using Graph: Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using Graph : Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using R Programing: Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using R  Programing: Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using Open-Solver(Excel):Problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Using Open-Solver(Excel): Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Method 1 - Simplex Method(Question)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Simplex method: Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Method 2 - Northwest Corner Method(Problem)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Northwest Corner Method: Solution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Method 3 - Least Cost Method",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Applications",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "What Next?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/linear-programming",
        "course_name": "Linear Programming for Data Science Professionals"
    },
    {
        "text": "Naive Bayes from Scratch",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "\nNaive Bayes ranks in the top echelons of the machine learning algorithms pantheon. It is a popular and widely used machine learning algorithm and is often the go-to technique when dealing with classification problems.\nThe beauty of Naive Bayes lies in it\u2019s incredible speed. You\u2019ll soon see how fast the Naive Bayes algorithm works as compared to other classification algorithms. It works on the Bayes theorem of probability to predict the class of unknown datasets. You\u2019ll learn all about this inside the course!\nSo whether you\u2019re trying to solve a classic HR analytics problem like predicting who gets promoted, or you\u2019re aiming to predict loan default - the Naive Bayes algorithm will get you on your way.\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Probability",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "The Naive Bayes Algorithm",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "What Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Key Terms and Definitions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Introduction to Probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Quiz: Introduction to probability",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Calculating Probabilities of events",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Quiz: Calculating Probabilities of events",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Introduction to Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Quiz: Introduction to Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Conditional Probability and Bayes Theorem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Working of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Quiz: Conditional Probability and Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Math Behind Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Types of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Quiz: Types of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Implementing Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Pros and Cons of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Applications of Naive Bayes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Improve your Naive Bayes Model",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "More Resources and Next Steps",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/naive-bayes",
        "course_name": "Naive Bayes from Scratch"
    },
    {
        "text": "Learn Swift for Data Science",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "\nhe Swift programming language is quickly becoming the language of choice for a lot of data science experts and professionals. Swift\u2019s flexibility, ease of use, excellent documentation, and quick execution speed are key reasons behind the language\u2019s recent prominence in the data science space.\nSwift is a more efficient, stable and secure programming language as compared to Python. In fact, Swift is also a good language to build for mobile. In fact, it\u2019s the official language for developing iOS applications for the iPhone!\nThe cherry on the cake for Swift? It has the support of the likes of Google, Apple, and FastAI behind it!\n\u201cI always hope that when I start looking at a new language, there will be some mind-opening new ideas to find, and Swift definitely doesn\u2019t disappoint. Swift tries to be expressive, flexible, concise, safe, easy to use, and fast. Most languages compromise significantly in at least one of these areas.\u201d \u2013 Jeremy Howard\nAnd when Jeremy Howard endorses a language and starts using it for his daily data science work, you need to drop everything and listen.\nIn this free course on Swift for Data Science, we will learn about Swift as a programming language and how it fits into the data science space. If you\u2019re a Python user, you\u2019ll notice the subtle differences and the incredible similarities between the two. We showcase Swift code as well in the course so get started!\n\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Swift Basics for Data Analysis",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Machine Learning with Swift and TensorFlow",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Bonus Chapter: NLP Based iOS Apps uwing Swift",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "What Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Getting Started",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Why Swift?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "The Swift Ecosystem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Setting up the Environment",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Basics of Swift programming - I",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Basics of Swift programming - II",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Python with Swift",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "The Swift4Tensorflow Library",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "About the Dataset and Setup",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Implementation of MNIST Image Classification",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Introduction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Setting up the system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Basic Text Processing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Language Identification in iOS",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Spell Checking and Correction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Part Of Speech (POS) Tagging",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Identifying People, Organization, etc. from the Text (Named Entity Recognition)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Performing Sentiment Analysis on iOS",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Word Embeddings",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Next Steps",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science",
        "course_name": "Learn Swift for Data Science"
    },
    {
        "text": "Introduction to Web Scraping using Python",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "\nThe need and importance of extracting data from the web is becoming increasingly loud and clear. There is an unprecedented volume of data on the internet right now - and data science projects often need this data to build predictive models.\nThat\u2019s a key reason why data scientists are expected to be familiar with web scraping.\nWe have found web scraping to be a very helpful technique for gathering data from multiple websites. Some websites these days also provide APIs for many different types of data you might want to use, such as Tweets or LinkedIn posts.\nBut there might be occasions when you need to collect data from a website that does not provide a specific API. This is where having the ability to perform web scraping comes in handy. As a data scientist, you can code a simple Python script and extract the data you\u2019re looking for.\nSo knowing how to perform web scraping using Python will help you go a long way towards becoming a resourceful data scientist. Are you ready to take the next step and dive in?\nA note of caution here \u2013 web scraping is subject to a lot of guidelines and rules. Not every website allows the user to scrape content so there are certain legal restrictions at play. Always ensure you read the website\u2019s terms and conditions on web scraping before you attempt to do it.\nIn this course, we will dive into the basics of web scraping using Python. We will understand what web scraping is, the different Python libraries for performing web scraping, and finally we\u2019ll implement web scraping using Python in a real-world project. There\u2019s a lot to unpack here so enroll today and start learning!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Introduction to Web Scraping",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Web Scraping: Procedure",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Scraping URLs and Email IDs from a Web Page",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Scrape Images in Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Scrape Data on Page Load",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "What is Web Scraping?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Caution",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Popular Libraries for Web Scraping",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Components of Web Scraping",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Problem Setup",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Step 1: Crawl",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Step 2: Parse and Transform",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Step 3: Store the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Single Webpage Scraping",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Multiple Webpage Scraping(BeautifulSoup and Regex)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Scrape Images in Python",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Scarpe Data on Page Load",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-web-scraping",
        "course_name": "Introduction to Web Scraping using Python"
    },
    {
        "text": "Tableau for Beginners",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "\nTableau is the gold standard in business intelligence, analytics and data visualization tools. Tableau Desktop (and now Tableau Public) have transformed the way we interact with visualizations and tell data stories to our clients, stakeholders, and to non-technical audiences around the world.\nTableau has been recognized as a Leader in the Gartner Magic Quadrant for Analytics and Business Intelligence Platforms for 8 straight years. Here\u201a\u00c4\u00f4s Gartner\u201a\u00c4\u00f4s most recent ranking in 2020:\n\n\nIn this Tableau for Beginners course, you will learn everything you need to get started with this wonderful visualization and business intelligence tool. You\u201a\u00c4\u00f4ll be able to build charts like bar charts, line charts (for working with time series data), pie charts, and even get the hang of geospatial analysis using map visualizations in Tableau!\n\u00ac\u2020\nNote: If you\u201a\u00c4\u00f4re looking to build and master dashboards and storyboards in Tableau, make sure you check out the popular \u201a\u00c4\u00f2Mastering Tableau from Scratch: Become a Data Visualization Rockstar\u201a\u00c4\u00f4 course!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Introduction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Concept of Visualization",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Understanding the Length and Breadth of Tableau",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Getting Started with Tableau",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Different Types of Charts in Tableau",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "BONUS: Other Functionalities in Tableau",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "What's Next?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Welcome to the Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "What is Data Visualization and Why Should we Use it",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Hans Rosling - 200 Countries 200 Years 4 Minutes",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Navigating the Tableau Interface Part 1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Navigating the Tableau Interface Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Connect to the Data",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Data Visualizations",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Net Statistics",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Net Statistics Part 2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Line Chart",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Pie Chart",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Map Chart",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Scatter Plots",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Filters",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Trend Line",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "What's Next?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/tableau-for-beginners",
        "course_name": "Tableau for Beginners"
    },
    {
        "text": "Getting Started with Neural Networks",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "\nIntroduction to Neural Networks\nWhat is a neural network? How does it work? What does a neural network do? Learn neural networks for free in this course and get your neural network questions answered, including applications of neural networks in deep learning.\n\nLearn how neural networks work in deep learning\nDo you want to acquire a super power? How about learning neural networks? Neural networks are at the heart of the deep learning revolution that\u2019s happening around us right now.\nNeural networks are the present and the future. The different neural network architectures like convolutional neural networks (CNN), recurrent neural networks (RNN), and others have altered the deep learning landscape.\nBut as a beginner in this field, you\u2019ll have a ton of questions:\n\nWhat is a neural network?\nWhy do we need to learn neural networks?\nHow popular are neural networks?\nWhat are the advantages of neural networks?\nWhat kind of challenges you could face when applying neural networks?\nWhat exactly should you learn about neural networks?\nWhat are the core concepts that make up neural networks?\nWhat are the different types of neural networks in deep learning?\nDo you need to know programming to build a neural network?\nWhich programming language is best for building neural networks? Python or R?\nWhat are the different applications of neural networks?\nWhat kind of problems or projects can you solve using neural networks?\n\n\nFrom classifying images and translating languages to building a self-driving car, neural networks are powering the world around us. Thanks to the idea of neural networks like CNN and RNN, deep learning has penetrated into multiple and diverse industries, and it continues to break new ground on an almost weekly basis!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Introduction to Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Getting ready for the course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Introduction to Neural Network",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Activation Functions",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Loss Function",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "NN on structured Data",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Assignment: Big Mart Sales Prediction",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Real World Use cases of Deep Learning",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Where to go from here?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "What is Deep Learning?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Difference b/w Deep Learning and Machine Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Why Deep Learning is so popular?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Hardware for Computations in Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Setting up your system",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Introduction to Google Colab",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Understanding Google Colab Interface",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Pre-requisites for Deep Learning",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Weights in Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Weights in Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Multi Layer Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Multi Layer Perceptron",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Forward and Backward Prop Intuition",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Gradient Descent Algorithm",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Why do we need activation functions?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Why do need activation functions",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Linear Activation Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Sigmoid and tanh",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Softmax",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Introduction to loss function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Introduction to Loss Function",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Binary and Categorical Cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Binary and Categorical cross entropy / log loss",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Understanding Problem Statement: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Data Preprocessing: Loan Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Steps to solve Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Loading loan prediction dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Defining the Model Architecture for loan prediction problem",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Training and Evaluating model on Loan Prediction Challenge",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Assignment: Big Mart Sales Prediction",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Object Detection, segmentation, image generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Object Detection, Segmentation, image generation",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Sequential Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Quiz - Sequential Modeling",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Where to go from here?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/getting-started-with-neural-networks",
        "course_name": "Getting Started with Neural Networks"
    },
    {
        "text": "Introduction to AI & ML",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "\nAnalytics Vidhya\u00e2\u20ac\u2122s \u00e2\u20ac\u02dcIntroduction to AI and ML\u00e2\u20ac\u2122 course, curated and delivered by experienced instructors with decades of industry experience between them, will help you understand the answers to these pressing questions.\nArtificial Intelligence and Machine Learning have become the centerpiece of strategic decision making for organizations. They are disrupting the way industries and roles function - from sales and marketing to finance and HR, companies are betting big on AI and ML to give them a competitive edge.\nAnd this, of course, directly translates to their hiring. Thousands of vacancies are open as organizations scour the world for AI and ML talent. There hasn\u00e2\u20ac\u2122t been a better time to get into this field!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Introduction to AI & ML",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Terminologies, Tools and Techniques",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Skills required to become a data science professional",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "What is AI&ML?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Types of ML",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "When to Apply AI&ML",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Recent AI Uprising",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "How the world is Changing?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Building Blocks of AI and ML",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Knowing Each Other",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Terminologies",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Data Capturing Types and Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Tools",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Techniques",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Techniques - Part1",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Common Techniques - Part2",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Skills Required in Data Science",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "AI and ML Black Belt+",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Where to Go from here!!",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/introduction-to-ai-ml",
        "course_name": "Introduction to AI & ML"
    },
    {
        "text": "Winning Data Science Hackathons - Learn from Elite Data Scientists",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "\nThere is no substitute for experience. And that holds true in Data Science competitions as well. These cut-throat hackathons require a lot of trial-and-error, effort, and dedication to reach the ranks of the elite.\nThis course is an amalgamation of various talks by top data scientists and machine learning hackers, experts, practitioners, and leaders who have participated and won dozens of hackathons. They have already gone through the entire learning process and they showcase their work and thought process in these talks.\u00a0\nThis course features top data science hackers and experts, including Sudalai Rajkumar (SRK), Dipanjan Sarkar, Rohan Rao, Kiran R and many more!\nFrom effective feature engineering to choosing the right validation strategy, there is a LOT to learn from this course so get started today!\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Introduction to Winning Data Science Hackathon Course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Talks by Elite Data Scientists",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "About the Winning Data Science Hackathon course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Effective Feature Engineering \u2013 A Structured Approach to Building Better ML Models - By Dipanjan Sarkar",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Automating the Machine Learning Pipeline with AutoML -By Dr. Sunil Kumar Chinnamgari",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Panel Discussion - What Sets the Top Hackers Apart?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Top Hacks from a Kaggle Grandmaster by Pavel Pleskov",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Feature Engineering for Image Data by Aishwarya Singh  & Pulkit Sharma",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/winning-data-science-hackathons-learn-from-elite-data-scientists",
        "course_name": "Winning Data Science Hackathons - Learn from Elite Data Scientists"
    },
    {
        "text": "Hypothesis Testing for Data Science and Analytics",
        "type": "course_name",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "\nStatistics is the study of the collection, analysis, interpretation, presentation, and organisation of data. For all the data science and machine learning enthusiasts it is paramount to be well versed with various statistical concepts such as Hypothesis testing\nEvery day we find ourselves testing new ideas, finding the fastest route to the office, the quickest way to finish our work, or simply finding a better way to do something we love. The critical question, then, is whether our idea is significantly better than what we tried previously.\nThese ideas that we come up with on such a regular basis \u2013 that\u2019s essentially what a hypothesis is. And testing these ideas to figure out which one works and which one is best left behind, is called hypothesis testing.\n\u00a0\n",
        "type": "course_description",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Introduction to the course",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Fundamentals of Hypothesis Testing",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "What is the Z Test?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "What is the t-Test?",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Deciding between Z Test and T-Test",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Case Study: Hypothesis Testing for Coronavirus using Python",
        "type": "title",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Introduction to Hypothesis Testing Course",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "AI&ML Blackbelt Plus Program (Sponsored)",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Understanding Hypothesis Testing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Steps to Perform for Hypothesis testing",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Critical Value - p-value",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Directional Hypothesis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Non-Directional Hypothesis",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "What is Z test?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "One-Sample Z test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "One-Sample Z test - Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Two-Sample Z Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Two-Sample Z Test - Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "What is t-test?",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "One-Sample t-Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "One Sample t-Test - Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Two-Sample t-Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Two-Sample t-Test - Example",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Deciding between Z Test and T-Test",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    },
    {
        "text": "Two-Sample Z test for a Coronavirus Dataset",
        "type": "lesson",
        "link": "https://courses.analyticsvidhya.com/courses/hypothesis-testing-for-data-science-and-analytics",
        "course_name": "Hypothesis Testing for Data Science and Analytics"
    }
]