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Google AI Essentials
Introduction to AI: Introduction to Google AI Essentials, AI and the future of work, Learn from AI success stories, Maya: The exciting world of AI, Explore how AI uses machine learning, Foundations of generative AI, Understand the capabilities and limitations of AI, Vint: Use AI for positive change, Use AI as a collabo...
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Google AI Essentials
{"course_title": "Google AI Essentials", "modules": [{"module_title": "Introduction to AI", "activities": ["Introduction to Google AI Essentials", "AI and the future of work", "Learn from AI success stories", "Maya: The exciting world of AI", "Explore how AI uses machine learning", "Foundations of generative AI", "Unde...
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Introduction to AI
Introduction to Google AI Essentials, AI and the future of work, Learn from AI success stories, Maya: The exciting world of AI, Explore how AI uses machine learning, Foundations of generative AI, Understand the capabilities and limitations of AI, Vint: Use AI for positive change, Use AI as a collaborative tool, Aleck: ...
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Maximize Productivity With AI Tools
Module 2 introduction: Maximize productivity with AI tools, Discover generative AI applications, Tris: My favorite ways to use AI, Understand how AI tools work, Transform your work with generative AI, Work with Gemini, Manvinder: Ways I use AI in my work, Leverage the human-in-the-loop approach to AI, Kathy: Explore ho...
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Discover the Art of Prompt Engineering
Module 3 introduction: Discover the art of prompt engineering, Understand large language models, Yufeng: Experiment with prompt engineering, Write clear and specific prompts, Leverage an LLM's capabilities at work, Improve AI output through iteration, Discover few-shot prompting, Rachna: Improve prompts through explora...
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Use AI Responsibly
Module 4 introduction: Use AI responsibly, Understand bias in AI, Identify AI harms, Emilio: My path to working in responsible AI, Security and privacy risks of AI, Jalon: My work on the responsible AI team, Shaun: Develop AI that works for everyone, Wrap-up
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Stay Ahead of the AI Curve
Module 5 introduction: Stay ahead of the AI curve, Sharbani: The future of AI, Anoop: Become AI-empowered, Take inspiration from AI innovation, Reena: Find inspiration in how others have used AI, Benefits of staying up to date with AI, Greg: Keep exploring with AI, Wrap-up, Google AI Essentials Conclusion
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Introduction to AI
Discover how AI works and explore foundational AI concepts, such as machine learning (ML). Learn about the rise of generative AI and how to perform tasks with it. By the end of this module, you’ll have an understanding of the capabilities and limitations of AI tools and how to integrate generative AI in the workplace.
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Maximize Productivity With AI Tools
Leverage generative AI tools to speed up work tasks and boost your productivity. Examine the important role humans play in the effective use of AI, and understand the types of workplace tasks you can augment with AI. By the end of this module, you will be able to determine if AI is right for a given task and how to use...
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Discover the Art of Prompt Engineering
Write effective prompts to get the output you want. Learn how to incorporate prompting techniques, such as few-shot prompting, into your work. Understand how generative AI tools produce output and the importance of evaluating output before using it. By the end of this module, you will be able to write clear and specifi...
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Use AI Responsibly
Use AI responsibly by mitigating unfair biases and inaccuracies. Learn how to apply a framework of AI harms to sample workplace scenarios and recognize the security risks of using AI in the workplace. By the end of this module, you will gain an understanding of how to use AI responsibly and effectively, and a checklist...
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Stay Ahead of the AI Curve
Continue developing your skills within the current and emerging AI landscape. Learn about the ways organizations have leveraged AI and consider how these innovations may inspire your own AI-powered workplace solutions. By the end of this module, you will develop a strategy to stay up-to-date with future AI developments...
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Foundations of Project Management
Embarking on a career in project management: Welcome to the Google Project Management Certificate, Introduction to Course 1, What is project management?, What does a project manager do?, Transferable project management skills, X: Path to becoming a project manager, From certificate to career success, Finding the perfec...
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Foundations of Project Management
{"course_title": "Foundations of Project Management", "modules": [{"module_title": "Embarking on a career in project management", "activities": ["Welcome to the Google Project Management Certificate", "Introduction to Course 1", "What is project management?", "What does a project manager do?", "Transferable project man...
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Embarking on a career in project management
Welcome to the Google Project Management Certificate, Introduction to Course 1, What is project management?, What does a project manager do?, Transferable project management skills, X: Path to becoming a project manager, From certificate to career success, Finding the perfect role, Gilbert: Project management skills in...
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Becoming an effective project manager
Introduction: Becoming an effective project manager, The value of a project manager, JuAnne: Path to becoming a project manager, Key project manager roles and responsibilities, A project manager’s role within a team, Elita: A day in the life of a project manager, The core skills of a project manager, Rachel: My journey...
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The project management life cycle and methodologies
Introduction: The project management life cycle and methodologies, Exploring the phases of the project life cycle, Phases in action: Initiating and planning, Phases in action: Executing and closing, Introduction to project management methodologies, Overview of Waterfall and Agile, Introduction to Lean and Six Sigma, Wr...
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Organizational structure and culture
Introduction: Organizational structure and culture, Overview of Classic and Matrix structures, How organizational structure impacts project management, Lan: Working in a Project Management Office, Introduction to organizational culture, Amar: Project management in life and in the organization, Introduction to change ma...
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Embarking on a career in project management
You will learn how the program is structured, what project management is and what a project manager does, how to apply your skills from previous work experience to project management roles, what types of project management roles you could pursue after completing this certificate, and how to search for those positions.
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Becoming an effective project manager
You will learn how project managers add value to organizations and to their teams, what the role and responsibilities of a project manager entail, and what core skills a project manager needs to be successful.
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The project management life cycle and methodologies
You will learn about the phases of the project life cycle, what tasks they involve, and why it is important to complete them. You will also learn about the different project management methodologies and approaches and which is most effective for a given project.
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Organizational structure and culture
You will learn about common organizational structures and how they impact project management, how organizational culture impacts project management, and how a project manager contributes to the change management process. Optionally, you can start to develop your strategy and professional network to help you prepare for...
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Foundations: Data, Data, Everywhere
Introducing data analytics and analytical thinking: Welcome to the Google Data Analytics Certificate, Introduction to the course, Data analytics in everyday life, Cassie: Dimensions of data analytics, What is the data ecosystem?, How data informs better decisions, Discover data skill sets, Key data analyst skills, All ...
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Foundations: Data, Data, Everywhere
{"course_title": "Foundations: Data, Data, Everywhere", "modules": [{"module_title": "Introducing data analytics and analytical thinking", "activities": ["Welcome to the Google Data Analytics Certificate", "Introduction to the course", "Data analytics in everyday life", "Cassie: Dimensions of data analytics", "What is ...
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Introducing data analytics and analytical thinking
Welcome to the Google Data Analytics Certificate, Introduction to the course, Data analytics in everyday life, Cassie: Dimensions of data analytics, What is the data ecosystem?, How data informs better decisions, Discover data skill sets, Key data analyst skills, All about thinking analytically, Explore core analytical...
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The wonderful world of data
Learn about data phases and tools, Stages of the data life cycle, The phases of data analysis and this program, Molly: Example of the data analysis process, Explore data analyst tools
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Set up your data analytics toolbox
The ins and outs of core data tools, Make spreadsheets your friend, SQL in action, Angie: Everyday struggles when learning new skills, Become a data viz whiz, Lilah: The power of a visualization
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Become a fair and impactful data professional
Let's get down to business, The job of a data analyst, Joey: Path to becoming a data analyst, Tony: Supporting careers in data analytics, The power of data in business, Rachel: Data detectives, Understand data and fairness, Alex: Fair and ethical data decisions, Data analysts in different industries, Samah: Interview b...
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Introducing data analytics and analytical thinking
Data helps us make decisions in both everyday life and in business. In this part of the course, you’ll learn how data analysts use a variety of tools and skills to inform those decisions. You’ll also get to know more about this course and the overall program expectations.
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The wonderful world of data
In this part of the course, you'll learn about the data life cycle and data analysis process. They are both relevant to your work in this program and on the job. You’ll also be introduced to applications that help guide data through the data analysis process.
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Set up your data analytics toolbox
Spreadsheets, query languages, and data visualization tools are all a big part of a data analyst’s job. In this part of the course, you’ll learn the basic concepts to use them for data analysis. You’ll also understand how they work through interesting examples.
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Become a fair and impactful data professional
In this part of the course, you’ll examine different types of businesses and the jobs and tasks that analysts do for them. You’ll also learn how a Google Data Analytics Certificate will help you meet many of the requirements for an analyst position with these organizations.
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Foundations of Cybersecurity
Welcome to the exciting world of cybersecurity: Welcome to the Google Cybersecurity Certificate, Welcome to week 1, Introduction to cybersecurity, Toni: My path to cybersecurity, Responsibilities of an entry-level cybersecurity analyst, Nikki: A day in the life of a security engineer, Core skills for cybersecurity prof...
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Foundations of Cybersecurity
{"course_title": "Foundations of Cybersecurity", "modules": [{"module_title": "Welcome to the exciting world of cybersecurity", "activities": ["Welcome to the Google Cybersecurity Certificate", "Welcome to week 1", "Introduction to cybersecurity", "Toni: My path to cybersecurity", "Responsibilities of an entry-level cy...
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Welcome to the exciting world of cybersecurity
Welcome to the Google Cybersecurity Certificate, Welcome to week 1, Introduction to cybersecurity, Toni: My path to cybersecurity, Responsibilities of an entry-level cybersecurity analyst, Nikki: A day in the life of a security engineer, Core skills for cybersecurity professionals, Veronica: My path to working in cyber...
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The evolution of cybersecurity
Welcome to module 2, Past cybersecurity attacks, Attacks in the digital age, Sean: Keep your cool during a data breach, Introduction to the eight CISSP security domains, Part 1, Introduction to the eight CISSP security domains, Part 2, Wrap-up
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Protect against threats, risks, and vulnerabilities
Welcome to module 3, Introduction to security frameworks and controls, Secure design, Heather: Protect sensitive data and information, Ethics in cybersecurity, Holly: The importance of ethics as a cybersecurity professional, Wrap-up
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Cybersecurity tools and programming languages
Welcome to module 4, Common cybersecurity tools, Introduction to Linux, SQL, and Python, Wrap-up, Course wrap-up
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Welcome to the exciting world of cybersecurity
Begin your journey into cybersecurity! You'll explore the cybersecurity field, and learn about the job responsibilities of cybersecurity professionals.
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The evolution of cybersecurity
You will explore how cybersecurity threats have appeared and evolved alongside the adoption of computers. You will also understand how past and present cyber attacks have influenced the development of the security field. In addition, you'll get an overview of the eight security domains.
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Protect against threats, risks, and vulnerabilities
You will learn about security frameworks and controls, which are used to mitigate organizational risk. You'll cover principles of the CIA triad and various National Institute of Standards and Technology (NIST) frameworks. In addition, you'll explore security ethics.
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Cybersecurity tools and programming languages
You’ll discover common tools used by cybersecurity analysts to identify and mitigate risk. You'll learn about security information and event management (SIEM) tools, network protocol analyzers, and programming languages such as Python and SQL.
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AI For Everyone
What is AI?: Week 1 Introduction, Machine Learning, What is data?, The terminology of AI, What makes an AI company?, What machine learning can and cannot do, More examples of what machine learning can and cannot do, Non-technical explanation of deep learning (Part 1, optional), Non-technical explanation of deep learnin...
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AI For Everyone
{"course_title": "AI For Everyone", "modules": [{"module_title": "What is AI?", "activities": ["Week 1 Introduction", "Machine Learning", "What is data?", "The terminology of AI", "What makes an AI company?", "What machine learning can and cannot do", "More examples of what machine learning can and cannot do", "Non-tec...
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What is AI?
Week 1 Introduction, Machine Learning, What is data?, The terminology of AI, What makes an AI company?, What machine learning can and cannot do, More examples of what machine learning can and cannot do, Non-technical explanation of deep learning (Part 1, optional), Non-technical explanation of deep learning (Part 2, op...
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Building AI Projects
Week 2 Introduction, Workflow of a machine learning project, Workflow of a data science project, Every job function needs to learn how to use data, How to choose an AI project (Part 1), How to choose an AI project (Part 2), Working with an AI team, Technical tools for AI teams (optional)
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Building AI In Your Company
Week 3 Introduction, Case study: Smart speaker, Case study: Self-driving car, Example roles of an AI team, AI Transformation Playbook (Part 1), AI Transformation Playbook (Part 2), AI pitfalls to avoid, Taking your first step in AI, Survey of major AI application areas (optional), Survey of major AI techniques (optiona...
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AI and Society
Week 4 Introduction, A realistic view of AI, Discrimination / Bias, Adversarial attacks on AI, Adverse uses of AI, AI and developing economies, AI and jobs, Conclusion
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What is AI?
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Building AI Projects
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Building AI In Your Company
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AI and Society
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Supervised Machine Learning: Regression and Classification
Week 1: Introduction to Machine Learning: Welcome to machine learning!, Applications of machine learning, What is machine learning?, Supervised learning part 1, Supervised learning part 2, Unsupervised learning part 1, Unsupervised learning part 2, Jupyter Notebooks, Linear regression model part 1, Linear regression mo...
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Supervised Machine Learning: Regression and Classification
{"course_title": "Supervised Machine Learning: Regression and Classification", "modules": [{"module_title": "Week 1: Introduction to Machine Learning", "activities": ["Welcome to machine learning!", "Applications of machine learning", "What is machine learning?", "Supervised learning part 1", "Supervised learning part ...
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Week 1: Introduction to Machine Learning
Welcome to machine learning!, Applications of machine learning, What is machine learning?, Supervised learning part 1, Supervised learning part 2, Unsupervised learning part 1, Unsupervised learning part 2, Jupyter Notebooks, Linear regression model part 1, Linear regression model part 2, Cost function formula, Cost fu...
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Week 2: Regression with multiple input variables
Multiple features, Vectorization part 1, Vectorization part 2, Gradient descent for multiple linear regression, Feature scaling part 1, Feature scaling part 2, Checking gradient descent for convergence, Choosing the learning rate, Feature engineering, Polynomial regression
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Week 3: Classification
Motivations, Logistic regression, Decision boundary, Cost function for logistic regression, Simplified Cost Function for Logistic Regression, Gradient Descent Implementation, The problem of overfitting, Addressing overfitting, Cost function with regularization, Regularized linear regression, Regularized logistic regres...
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Week 1: Introduction to Machine Learning
Welcome to the Machine Learning Specialization! You're joining millions of others who have taken either this or the original course, which led to the founding of Coursera, and has helped millions of other learners, like you, take a look at the exciting world of machine learning!
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Week 2: Regression with multiple input variables
This week, you'll extend linear regression to handle multiple input features. You'll also learn some methods for improving your model's training and performance, such as vectorization, feature scaling, feature engineering and polynomial regression. At the end of the week, you'll get to practice implementing linear re...
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Week 3: Classification
This week, you'll learn the other type of supervised learning, classification. You'll learn how to predict categories using the logistic regression model. You'll learn about the problem of overfitting, and how to handle this problem with a method called regularization. You'll get to practice implementing logistic re...
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Indigenous Canada
Worldview: Introduction, Storytelling, Indigenous Worldviews, Reuben Quinn Fur Trade: Pre-Contact North American Networking, Colonization, The Fur Trade, Frank Tough Trick or Treaty: Perspectives on Treaty Making, Numbered Treaties, The Métis Nation New Rules, New Game: Indigenous Concepts of Law, Outside Influences, O...
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Indigenous Canada
{"course_title": "Indigenous Canada", "modules": [{"module_title": "Worldview", "activities": ["Introduction", "Storytelling", "Indigenous Worldviews", "Reuben Quinn"]}, {"module_title": "Fur Trade", "activities": ["Pre-Contact North American Networking", "Colonization", "The Fur Trade", "Frank Tough"]}, {"module_title...
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Worldview
Introduction, Storytelling, Indigenous Worldviews, Reuben Quinn
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Fur Trade
Pre-Contact North American Networking, Colonization, The Fur Trade, Frank Tough
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Trick or Treaty
Perspectives on Treaty Making, Numbered Treaties, The Métis Nation
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New Rules, New Game
Indigenous Concepts of Law, Outside Influences, Outside Influences Part 2
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“Killing the Indian in the Child”
Indigenous Teaching and Learning, Residential Schooling Part 1, Residential Schooling Part 2, Truth and Reconciliation Commission
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A Modern Indian?
Traditional Economies, Resource Extraction & Shifting Roles, Aboriginal Women, Education in the City Shifting Roles
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Red Power
Indigenous Political Structures, Influences of the Political System of the Canadian State, Sovereignty and Governance
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Sovereign Lands
Indigenous Relationship to the Land, Aboriginal Title and Right to Land, Disconnection From Indigenous Lands
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Indigenous Women, Girls, and Genderful People
Indigenous Concepts of Gender, Indigenous Women, Billy-Ray Belcourt
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Indigenous in the City
Urban Indigeneity, Impact of City Life, Governance
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Current Social Movements
Community, Resistance, Social Media
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‘Living’ Traditions – Expressions in Pop Culture and Art
Indigenous Art in the Past and Present, Indigenous Art is Political, Indigenous Voices of Relations and Community, Course Art
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Worldview
In this introductory module, students learn the significance of stories and storytelling in Indigenous societies. We explore history that comes from Indigenous worldviews, this includes worldviews from the Inuit, Nehiyawak, Kanien:keha’ka and Tlingit peoples.
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Fur Trade
This module discusses pre-contact trading systems between Indigenous peoples of North America with a focus on the geographical region of Canada. We examine the chronological events of contact with Europeans and the events leading up to, and during the fur trade. This module also explores the long lasting social, politi...
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Trick or Treaty
Examines Indigenous and settler perspectives of treaty making. Discusses the variation of treaties in Canada and the unique circumstances surrounding these events. Outlines the temporal and geographical history of the numbered treaties (beginning on the east) and ends with a discussion of the historical events and poli...
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New Rules, New Game
This lesson begins with a discussion about what is distinctive in Indigenous legal traditions. Explores impacts of policies put in place as British North America attempted to solidify itself geographically and socially. Examines the ways in which the Indian Act contributed to assimilation.
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“Killing the Indian in the Child”
Outlines characteristics of teaching and learning in Indigenous communities, and discusses how relationships were critical in teaching and learning. Traces the development and implementation of the Residential school system in the period after Confederation. Discusses intergenerational impact of Residential school syst...
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A Modern Indian?
This lesson examines the burgeoning resistance of Indigenous leaders and the formation of Indigenous-led organizations as the Canadian government employed strategies to encourage assimilation of Aboriginal peoples and communities into mainstream society, specifically relating to urbanization.
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Red Power
In this lesson students will learn about key characteristics of a few different Indigenous political structures and the impacts of colonialism on these structures (e.g. Indian Act, Red Power/AIM, White Paper, Red Paper -Citizens Plus) Concepts explored include self-government, self-determination, and Indigenous resurge...
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Sovereign Lands
Utilizing contemporary and traditional examples, this lesson connects Indigenous worldviews and traditional ecological knowledge. As well, this lesson traces the historical impacts of settlement. Discusses key concepts of case law associated with Aboriginal title, rights to land and resources. List the on-going threats...
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Indigenous Women, Girls, and Genderful People
Exploring Indigenous concepts of gender, and the traditional roles and responsibilities, this lesson then moves into an examination of how colonization can be characterized as a gendered project. Identifies some concrete examples of the impact of colonialism on Indigenous women.
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Indigenous in the City
Looking critically at the statement: “Cities are the place where Aboriginal culture goes to die”, this lesson explores sites of urban Aboriginal agency/active participation, urban Aboriginal governance practices, and urban reserves.
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Current Social Movements
What is an Indigenous concept of community? How do Indigenous people form communities traditionally and today? This module will explain how social and environmental activism can mobilize and create communities. This module identifies key moments such as the Oka Crisis, Idle No More and Missing and Murdered Indigenous ...
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‘Living’ Traditions – Expressions in Pop Culture and Art
Finally, we will explore how geographical location, trading networks and partnerships have influenced Indigenous art in the past. As well, we will examine contemporary iterations of Indigenous art and explore some of the artistic responses of Indigenous artists, musicians, and writers to the impacts of colonialism.
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Generative AI with Large Language Models
Week 1: Course Introduction, Introduction - Week 1, Generative AI & LLMs, LLM use cases and tasks, Text generation before transformers, Transformers architecture, Generating text with transformers, Prompting and prompt engineering, Generative configuration, Generative AI project lifecycle, Introduction to AWS labs, Lab...
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Generative AI with Large Language Models
{"course_title": "Generative AI with Large Language Models", "modules": [{"module_title": "Week 1", "activities": ["Course Introduction", "Introduction - Week 1", "Generative AI & LLMs", "LLM use cases and tasks", "Text generation before transformers", "Transformers architecture", "Generating text with transformers", "...
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Week 1
Course Introduction, Introduction - Week 1, Generative AI & LLMs, LLM use cases and tasks, Text generation before transformers, Transformers architecture, Generating text with transformers, Prompting and prompt engineering, Generative configuration, Generative AI project lifecycle, Introduction to AWS labs, Lab 1 walkt...
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Week 2
Introduction - Week 2, Instruction fine-tuning, Fine-tuning on a single task, Multi-task instruction fine-tuning, Model evaluation, Benchmarks, Parameter efficient fine-tuning (PEFT), PEFT techniques 1: LoRA, PEFT techniques 2: Soft prompts, Lab 2 walkthrough
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Week 3
Introduction - Week 3, Aligning models with human values, Reinforcement learning from human feedback (RLHF), RLHF: Obtaining feedback from humans, RLHF: Reward model, RLHF: Fine-tuning with reinforcement learning, Optional video: Proximal policy optimization, RLHF: Reward hacking, Scaling human feedback, Lab 3 walkthro...
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Week 1
Generative AI use cases, project lifecycle, and model pre-training
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Week 2
Fine-tuning and evaluating large language models
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Week 3
Reinforcement learning and LLM-powered applications
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Foundations of Digital Marketing and E-commerce
Introduction to foundations of digital marketing and e-commerce: Welcome to the Google Digital Marketing & E-commerce Certificate, Introduction to Course 1, What are digital marketing and e-commerce?, What do digital marketing and e-commerce specialists do?, Joi - Career Path To Digital Marketing, Transferable skills f...
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Foundations of Digital Marketing and E-commerce
{"course_title": "Foundations of Digital Marketing and E-commerce", "modules": [{"module_title": "Introduction to foundations of digital marketing and e-commerce", "activities": ["Welcome to the Google Digital Marketing & E-commerce Certificate", "Introduction to Course 1", "What are digital marketing and e-commerce?",...
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Introduction to foundations of digital marketing and e-commerce
Welcome to the Google Digital Marketing & E-commerce Certificate, Introduction to Course 1, What are digital marketing and e-commerce?, What do digital marketing and e-commerce specialists do?, Joi - Career Path To Digital Marketing, Transferable skills for digital marketing and e-commerce, Prisha - My path to working ...
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The customer journey and the marketing funnel
Welcome to week 2, How digital marketing and e-commerce create value, Jen - Diversity in digital marketing, Janice - Inclusive marketing, Xiomara - Inclusive marketing, The customer journey and journey maps, The marketing funnel, The top of the funnel: Awareness and consideration, Measuring success at the top of the fu...
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Digital marketing and e-commerce strategy
Welcome to week 3, The value of brands for digital marketing, The elements of a digital marketing strategy, Define your marketing goals, Paid, owned, and earned media, Attract customers with search engine optimization, Reach customers with search engine marketing, Introduction to social media and email marketing, Socia...
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Measure performance success
Welcome to week 4, Measure progress with performance marketing, Working with data, Attribution models for digital marketing, Data storytelling basics, Prepare for your job search, Elle - Build confidence, Wrap-up, Congrats! What’s coming in Course 2
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