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| course_id,course_name,provider,difficulty_label,difficulty_score,duration_hours,price_usd,rating,target_skills,n_target_skills,embedding_text,url,is_free,certificate_offered,language,last_updated,prerequisite_skills,prerequisite_course_ids,prerequisite_course_names,estimated_weeks_at_5hrs,learning_path_order | |
| CRS5000,Python for Data Science,Coursera,Beginner,1,29,3,4.4,Python|Data Analysis|Pandas|NumPy,4,"Python for Data Science. Skills covered: Python, Data Analysis, Pandas, NumPy. Level: Beginner.",https://example.com/course/python-for-data-science,False,True,English,2023-02-01,,,,5.8,1 | |
| CRS5001,Machine Learning Specialization,DataCamp,Intermediate,3,59,88,4.6,Machine Learning|Scikit-learn|Python|Statistics,4,"Machine Learning Specialization. Skills covered: Machine Learning, Scikit-learn, Python, Statistics. Level: Intermediate.",https://example.com/course/machine-learning-specialization,False,True,English,2022-07-01,Data Analysis,CRS5027,Data Analysis with Python and Pandas,11.8,2 | |
| CRS5002,Deep Learning with TensorFlow,DataCamp,Advanced,5,52,97,4.6,Deep Learning|TensorFlow|Python|Neural Networks,4,"Deep Learning with TensorFlow. Skills covered: Deep Learning, TensorFlow, Python, Neural Networks. Level: Advanced.",https://example.com/course/deep-learning-with-tensorflow,False,True,English,2023-10-01,Machine Learning,CRS5001,Machine Learning Specialization,10.4,3 | |
| CRS5003,PyTorch for Deep Learning,Codecademy,Intermediate,3,43,84,4.4,Deep Learning|PyTorch|Python,3,"PyTorch for Deep Learning. Skills covered: Deep Learning, PyTorch, Python. Level: Intermediate.",https://example.com/course/pytorch-for-deep-learning,False,False,English,2023-01-01,Machine Learning|TensorFlow,,,8.6,2 | |
| CRS5004,Natural Language Processing with Python,Codecademy,Advanced,5,46,79,4.3,NLP|Python|Machine Learning,3,"Natural Language Processing with Python. Skills covered: NLP, Python, Machine Learning. Level: Advanced.",https://example.com/course/natural-language-processing-with-python,False,True,English,2022-04-01,Data Analysis|Statistics,CRS5027|CRS5028,Data Analysis with Python and Pandas|Statistics for Data Science,9.2,3 | |
| CRS5005,Computer Vision with OpenCV,DataCamp,Advanced,5,39,91,4.3,Computer Vision|Python|Deep Learning,3,"Computer Vision with OpenCV. Skills covered: Computer Vision, Python, Deep Learning. Level: Advanced.",https://example.com/course/computer-vision-with-opencv,False,False,English,2024-05-01,Machine Learning|TensorFlow,CRS5001,Machine Learning Specialization,7.8,3 | |
| CRS5006,React - The Complete Guide,Udemy,Beginner,1,44,25,4.9,React|JavaScript|HTML|CSS,4,"React - The Complete Guide. Skills covered: React, JavaScript, HTML, CSS. Level: Beginner.",https://example.com/course/react---the-complete-guide,False,True,English,2024-09-01,,,,8.8,1 | |
| CRS5007,Advanced React and Redux,Coursera,Advanced,5,40,28,4.6,React|JavaScript|TypeScript,3,"Advanced React and Redux. Skills covered: React, JavaScript, TypeScript. Level: Advanced.",https://example.com/course/advanced-react-and-redux,False,True,English,2022-03-01,CSS|HTML,CRS5006,React - The Complete Guide,8.0,3 | |
| CRS5008,Angular - The Complete Course,Udemy,Intermediate,3,43,27,4.4,Angular|TypeScript|JavaScript,3,"Angular - The Complete Course. Skills covered: Angular, TypeScript, JavaScript. Level: Intermediate.",https://example.com/course/angular---the-complete-course,False,True,English,2022-02-01,HTML,CRS5006,React - The Complete Guide,8.6,2 | |
| CRS5009,Vue.js Essentials,Pluralsight,Beginner,1,21,25,4.6,Vue.js|JavaScript|HTML,3,"Vue.js Essentials. Skills covered: Vue.js, JavaScript, HTML. Level: Beginner.",https://example.com/course/vue.js-essentials,False,True,English,2022-05-01,,,,4.2,1 | |
| CRS5010,Node.js - The Complete Guide,Pluralsight,Intermediate,3,43,16,4.7,Node.js|JavaScript|REST API|MongoDB,4,"Node.js - The Complete Guide. Skills covered: Node.js, JavaScript, REST API, MongoDB. Level: Intermediate.",https://example.com/course/node.js---the-complete-guide,False,True,English,2023-11-01,,,,8.6,2 | |
| CRS5011,Django REST Framework,A Cloud Guru,Intermediate,3,24,31,4.7,Django|Python|REST API|SQL,4,"Django REST Framework. Skills covered: Django, Python, REST API, SQL. Level: Intermediate.",https://example.com/course/django-rest-framework,False,False,English,2022-08-01,,,,4.8,2 | |
| CRS5012,FastAPI Modern Python Web,Pluralsight,Intermediate,3,23,14,4.5,FastAPI|Python|REST API,3,"FastAPI Modern Python Web. Skills covered: FastAPI, Python, REST API. Level: Intermediate.",https://example.com/course/fastapi-modern-python-web,False,True,English,2022-04-01,,,,4.6,2 | |
| CRS5013,Spring Boot Microservices,Coursera,Advanced,5,45,47,4.4,Spring Boot|Java|Microservices,3,"Spring Boot Microservices. Skills covered: Spring Boot, Java, Microservices. Level: Advanced.",https://example.com/course/spring-boot-microservices,False,True,English,2024-06-01,Docker|REST API,CRS5019|CRS5010,Docker & Kubernetes - The Practical Guide|Node.js - The Complete Guide,9.0,3 | |
| CRS5014,AWS Certified Solutions Architect,A Cloud Guru,Advanced,5,59,74,4.5,AWS|Cloud Architecture|Docker,3,"AWS Certified Solutions Architect. Skills covered: AWS, Cloud Architecture, Docker. Level: Advanced.",https://example.com/course/aws-certified-solutions-architect,False,True,English,2024-10-01,Linux,CRS5022,Linux Administration Bootcamp,11.8,3 | |
| CRS5015,AWS Developer Associate Prep,LinkedIn Learning,Intermediate,3,38,55,4.5,AWS|Python|CI/CD,3,"AWS Developer Associate Prep. Skills covered: AWS, Python, CI/CD. Level: Intermediate.",https://example.com/course/aws-developer-associate-prep,False,True,English,2023-10-01,Git|Linux,CRS5054|CRS5022,Git and GitHub Bootcamp|Linux Administration Bootcamp,7.6,2 | |
| CRS5016,Microsoft Azure Fundamentals,Udemy,Beginner,1,24,51,4.5,Azure|Cloud Architecture,2,"Microsoft Azure Fundamentals. Skills covered: Azure, Cloud Architecture. Level: Beginner.",https://example.com/course/microsoft-azure-fundamentals,False,False,English,2022-01-01,,,,4.8,1 | |
| CRS5017,Azure Developer Associate,DataCamp,Intermediate,3,37,65,4.3,Azure|Python|Docker,3,"Azure Developer Associate. Skills covered: Azure, Python, Docker. Level: Intermediate.",https://example.com/course/azure-developer-associate,False,True,English,2022-07-01,Linux,CRS5022,Linux Administration Bootcamp,7.4,2 | |
| CRS5018,Google Cloud Professional,A Cloud Guru,Advanced,5,49,78,4.4,Google Cloud|Kubernetes|Terraform,3,"Google Cloud Professional. Skills covered: Google Cloud, Kubernetes, Terraform. Level: Advanced.",https://example.com/course/google-cloud-professional,False,False,English,2024-11-01,AWS|Docker|Linux,CRS5015|CRS5019|CRS5022,AWS Developer Associate Prep|Docker & Kubernetes - The Practical Guide|Linux Administration Bootcamp,9.8,3 | |
| CRS5019,Docker & Kubernetes - The Practical Guide,DataCamp,Intermediate,3,29,22,4.5,Docker|Kubernetes|Linux,3,"Docker & Kubernetes - The Practical Guide. Skills covered: Docker, Kubernetes, Linux. Level: Intermediate.",https://example.com/course/docker-and-kubernetes---the-practical-gu,False,True,English,2024-05-01,,,,5.8,2 | |
| CRS5020,Terraform Infrastructure as Code,Pluralsight,Intermediate,3,24,24,4.5,Terraform|AWS|Linux,3,"Terraform Infrastructure as Code. Skills covered: Terraform, AWS, Linux. Level: Intermediate.",https://example.com/course/terraform-infrastructure-as-code,False,True,English,2022-05-01,,,,4.8,2 | |
| CRS5021,CI/CD with GitHub Actions,LinkedIn Learning,Intermediate,3,15,6,4.5,CI/CD|Git|Docker,3,"CI/CD with GitHub Actions. Skills covered: CI/CD, Git, Docker. Level: Intermediate.",https://example.com/course/ci/cd-with-github-actions,False,True,English,2023-11-01,Linux,CRS5022,Linux Administration Bootcamp,3.0,2 | |
| CRS5022,Linux Administration Bootcamp,Udemy,Beginner,1,24,28,4.7,Linux|Bash|Docker,3,"Linux Administration Bootcamp. Skills covered: Linux, Bash, Docker. Level: Beginner.",https://example.com/course/linux-administration-bootcamp,False,True,English,2023-07-01,,,,4.8,1 | |
| CRS5023,PostgreSQL - The Complete Developer's Guide,LinkedIn Learning,Beginner,1,26,23,4.8,PostgreSQL|SQL,2,"PostgreSQL - The Complete Developer's Guide. Skills covered: PostgreSQL, SQL. Level: Beginner.",https://example.com/course/postgresql---the-complete-developer's-gu,False,True,English,2022-12-01,,,,5.2,1 | |
| CRS5024,MongoDB - The Complete Developer's Guide,DataCamp,Beginner,1,18,17,4.8,MongoDB|Node.js,2,"MongoDB - The Complete Developer's Guide. Skills covered: MongoDB, Node.js. Level: Beginner.",https://example.com/course/mongodb---the-complete-developer's-guide,False,True,English,2024-10-01,,,,3.6,1 | |
| CRS5025,Redis - The Complete Developer's Guide,Codecademy,Intermediate,3,10,17,4.6,Redis|Node.js,2,"Redis - The Complete Developer's Guide. Skills covered: Redis, Node.js. Level: Intermediate.",https://example.com/course/redis---the-complete-developer's-guide,False,True,English,2023-12-01,JavaScript,CRS5006,React - The Complete Guide,2.0,2 | |
| CRS5026,Elasticsearch - Complete Guide,Pluralsight,Intermediate,3,20,37,4.2,Elasticsearch|Python,2,"Elasticsearch - Complete Guide. Skills covered: Elasticsearch, Python. Level: Intermediate.",https://example.com/course/elasticsearch---complete-guide,False,False,English,2023-11-01,SQL,CRS5053,SQL Bootcamp,4.0,2 | |
| CRS5027,Data Analysis with Python and Pandas,Pluralsight,Beginner,1,23,8,4.6,Data Analysis|Pandas|Python|NumPy,4,"Data Analysis with Python and Pandas. Skills covered: Data Analysis, Pandas, Python, NumPy. Level: Beginner.",https://example.com/course/data-analysis-with-python-and-pandas,False,False,English,2022-12-01,,,,4.6,1 | |
| CRS5028,Statistics for Data Science,A Cloud Guru,Intermediate,3,34,54,4.5,Statistics|Python|Data Analysis,3,"Statistics for Data Science. Skills covered: Statistics, Python, Data Analysis. Level: Intermediate.",https://example.com/course/statistics-for-data-science,False,False,English,2022-12-01,,,,6.8,2 | |
| CRS5029,Tableau 2024 A-Z,Udemy,Beginner,1,17,15,4.6,Tableau|Data Analysis,2,"Tableau 2024 A-Z. Skills covered: Tableau, Data Analysis. Level: Beginner.",https://example.com/course/tableau-2024-a-z,False,False,English,2022-07-01,,,,3.4,1 | |
| CRS5030,Power BI Desktop,Codecademy,Beginner,1,20,25,4.7,Power BI|Data Analysis,2,"Power BI Desktop. Skills covered: Power BI, Data Analysis. Level: Beginner.",https://example.com/course/power-bi-desktop,False,True,English,2023-11-01,,,,4.0,1 | |
| CRS5031,TypeScript - The Complete Developer's Guide,LinkedIn Learning,Intermediate,3,30,29,4.6,TypeScript|JavaScript,2,"TypeScript - The Complete Developer's Guide. Skills covered: TypeScript, JavaScript. Level: Intermediate.",https://example.com/course/typescript---the-complete-developer's-gu,False,True,English,2022-04-01,,,,6.0,2 | |
| CRS5032,Go Programming - The Complete Developer's Guide,Pluralsight,Intermediate,3,20,29,4.6,Go|REST API,2,"Go Programming - The Complete Developer's Guide. Skills covered: Go, REST API. Level: Intermediate.",https://example.com/course/go-programming---the-complete-developer',False,True,English,2022-07-01,,,,4.0,2 | |
| CRS5033,Rust Programming - From Zero to Hero,LinkedIn Learning,Advanced,5,40,33,4.3,Rust,1,Rust Programming - From Zero to Hero. Skills covered: Rust. Level: Advanced.,https://example.com/course/rust-programming---from-zero-to-hero,False,True,English,2022-02-01,,,,8.0,3 | |
| CRS5034,Flutter & Dart - The Complete Guide,LinkedIn Learning,Intermediate,3,41,23,4.7,Flutter|Dart|Mobile,3,"Flutter & Dart - The Complete Guide. Skills covered: Flutter, Dart, Mobile. Level: Intermediate.",https://example.com/course/flutter-and-dart---the-complete-guide,False,True,English,2022-01-01,Kotlin,,,8.2,2 | |
| CRS5035,React Native - The Practical Guide,LinkedIn Learning,Intermediate,3,42,21,4.7,React Native|React|JavaScript,3,"React Native - The Practical Guide. Skills covered: React Native, React, JavaScript. Level: Intermediate.",https://example.com/course/react-native---the-practical-guide,False,False,English,2024-10-01,CSS|HTML,CRS5006,React - The Complete Guide,8.4,2 | |
| CRS5036,iOS & Swift Development,Udemy,Intermediate,3,40,28,4.6,iOS|Swift,2,"iOS & Swift Development. Skills covered: iOS, Swift. Level: Intermediate.",https://example.com/course/ios-and-swift-development,False,True,English,2022-05-01,,,,8.0,2 | |
| CRS5037,Android Development with Kotlin,A Cloud Guru,Intermediate,3,47,27,4.6,Android|Kotlin,2,"Android Development with Kotlin. Skills covered: Android, Kotlin. Level: Intermediate.",https://example.com/course/android-development-with-kotlin,False,True,English,2024-04-01,,,,9.4,2 | |
| CRS5038,GraphQL with React - The Complete Guide,edX,Intermediate,3,26,18,4.6,GraphQL|React|Node.js,3,"GraphQL with React - The Complete Guide. Skills covered: GraphQL, React, Node.js. Level: Intermediate.",https://example.com/course/graphql-with-react---the-complete-guide,False,True,English,2023-11-01,CSS|HTML|JavaScript|REST API,CRS5006,React - The Complete Guide,5.2,2 | |
| CRS5039,Microservices Architecture,Udemy,Advanced,5,34,50,4.4,Microservices|Docker|REST API|System Design,4,"Microservices Architecture. Skills covered: Microservices, Docker, REST API, System Design. Level: Advanced.",https://example.com/course/microservices-architecture,False,True,English,2022-09-01,Database|Linux,CRS5022,Linux Administration Bootcamp,6.8,3 | |
| CRS5040,System Design Interview Masterclass,edX,Advanced,5,17,38,4.5,System Design|Microservices,2,"System Design Interview Masterclass. Skills covered: System Design, Microservices. Level: Advanced.",https://example.com/course/system-design-interview-masterclass,False,False,English,2022-07-01,Database|Docker|REST API,CRS5019|CRS5010,Docker & Kubernetes - The Practical Guide|Node.js - The Complete Guide,3.4,3 | |
| CRS5041,Agile Project Management,A Cloud Guru,Beginner,1,11,55,4.6,Agile|Project Management,2,"Agile Project Management. Skills covered: Agile, Project Management. Level: Beginner.",https://example.com/course/agile-project-management,False,True,English,2022-07-01,,,,2.2,1 | |
| CRS5042,Scrum Master Certification Prep,DataCamp,Intermediate,3,15,68,4.5,Agile|Project Management,2,"Scrum Master Certification Prep. Skills covered: Agile, Project Management. Level: Intermediate.",https://example.com/course/scrum-master-certification-prep,False,True,English,2022-08-01,,,,3.0,2 | |
| CRS5043,Communication Skills for Engineers,DataCamp,Beginner,1,9,29,4.2,Communication|Leadership,2,"Communication Skills for Engineers. Skills covered: Communication, Leadership. Level: Beginner.",https://example.com/course/communication-skills-for-engineers,False,True,English,2022-08-01,,,,1.8,1 | |
| CRS5044,Technical Leadership,A Cloud Guru,Advanced,5,13,85,4.5,Leadership|Project Management|Communication,3,"Technical Leadership. Skills covered: Leadership, Project Management, Communication. Level: Advanced.",https://example.com/course/technical-leadership,False,False,English,2023-07-01,,,,2.6,3 | |
| CRS5045,JavaScript - The Complete Guide 2024,edX,Beginner,1,57,22,4.7,JavaScript|TypeScript|React|Node.js,4,"JavaScript - The Complete Guide 2024. Skills covered: JavaScript, TypeScript, React, Node.js. Level: Beginner.",https://example.com/course/javascript---the-complete-guide-2024,False,False,English,2023-03-01,,,,11.4,1 | |
| CRS5046,Python Bootcamp,edX,Beginner,1,23,15,4.8,Python|Flask|SQL,3,"Python Bootcamp. Skills covered: Python, Flask, SQL. Level: Beginner.",https://example.com/course/python-bootcamp,False,False,English,2023-02-01,,,,4.6,1 | |
| CRS5047,Java Programming Masterclass,Pluralsight,Beginner,1,81,14,4.7,Java|Spring Boot|SQL,3,"Java Programming Masterclass. Skills covered: Java, Spring Boot, SQL. Level: Beginner.",https://example.com/course/java-programming-masterclass,False,True,English,2022-07-01,,,,16.2,1 | |
| CRS5048,C# .NET Complete Guide,DataCamp,Intermediate,3,48,18,4.4,C#|REST API,2,"C# .NET Complete Guide. Skills covered: C#, REST API. Level: Intermediate.",https://example.com/course/c#-.net-complete-guide,False,True,English,2022-11-01,,,,9.6,2 | |
| CRS5049,Data Engineering with Apache Spark,Codecademy,Advanced,5,38,75,4.5,Python|SQL|AWS,3,"Data Engineering with Apache Spark. Skills covered: Python, SQL, AWS. Level: Advanced.",https://example.com/course/data-engineering-with-apache-spark,False,True,English,2024-08-01,,,,7.6,3 | |
| CRS5050,MLflow - Model Tracking and Deployment,Coursera,Intermediate,3,12,29,4.4,Machine Learning|Python|Docker,3,"MLflow - Model Tracking and Deployment. Skills covered: Machine Learning, Python, Docker. Level: Intermediate.",https://example.com/course/mlflow---model-tracking-and-deployment,False,False,English,2023-10-01,Data Analysis|Linux|Statistics,CRS5027|CRS5022,Data Analysis with Python and Pandas|Linux Administration Bootcamp,2.4,2 | |
| CRS5051,Kubernetes for Developers,edX,Intermediate,3,19,20,4.7,Kubernetes|Docker|AWS,3,"Kubernetes for Developers. Skills covered: Kubernetes, Docker, AWS. Level: Intermediate.",https://example.com/course/kubernetes-for-developers,False,True,English,2022-03-01,Linux,CRS5022,Linux Administration Bootcamp,3.8,2 | |
| CRS5052,Ansible for Beginners,DataCamp,Beginner,1,11,13,4.4,Linux|CI/CD,2,"Ansible for Beginners. Skills covered: Linux, CI/CD. Level: Beginner.",https://example.com/course/ansible-for-beginners,False,True,English,2022-03-01,,,,2.2,1 | |
| CRS5053,SQL Bootcamp,Codecademy,Beginner,1,16,16,4.9,SQL|PostgreSQL,2,"SQL Bootcamp. Skills covered: SQL, PostgreSQL. Level: Beginner.",https://example.com/course/sql-bootcamp,False,False,English,2024-12-01,,,,3.2,1 | |
| CRS5054,Git and GitHub Bootcamp,Codecademy,Beginner,1,9,0,4.9,Git|CI/CD,2,"Git and GitHub Bootcamp. Skills covered: Git, CI/CD. Level: Beginner.",https://example.com/course/git-and-github-bootcamp,True,False,English,2024-08-01,,,,1.8,1 | |
| CRS5055,REST API Design Best Practices,edX,Intermediate,3,10,18,4.3,REST API|System Design,2,"REST API Design Best Practices. Skills covered: REST API, System Design. Level: Intermediate.",https://example.com/course/rest-api-design-best-practices,False,False,English,2024-01-01,Database|Microservices,,,2.0,2 | |
| CRS5056,PHP Laravel Framework,Pluralsight,Intermediate,3,25,28,4.3,PHP|SQL|REST API,3,"PHP Laravel Framework. Skills covered: PHP, SQL, REST API. Level: Intermediate.",https://example.com/course/php-laravel-framework,False,True,English,2023-08-01,,,,5.0,2 | |
| CRS5057,Swift UI Development,Pluralsight,Advanced,5,30,28,4.4,iOS|Swift,2,"Swift UI Development. Skills covered: iOS, Swift. Level: Advanced.",https://example.com/course/swift-ui-development,False,False,English,2022-10-01,,,,6.0,3 | |
| CRS5058,Data Warehousing Fundamentals,A Cloud Guru,Intermediate,3,22,52,4.2,SQL|Data Analysis|AWS,3,"Data Warehousing Fundamentals. Skills covered: SQL, Data Analysis, AWS. Level: Intermediate.",https://example.com/course/data-warehousing-fundamentals,False,True,English,2023-12-01,,,,4.4,2 | |
| CRS5059,Problem Solving and Algorithms,A Cloud Guru,Intermediate,3,12,38,4.6,Problem Solving|Python,2,"Problem Solving and Algorithms. Skills covered: Problem Solving, Python. Level: Intermediate.",https://example.com/course/problem-solving-and-algorithms,False,False,English,2022-11-01,,,,2.4,2 | |
| CRS5060,MLOps - Machine Learning in Production,Coursera,Advanced,5,35,78,4.5,Machine Learning|Docker|Kubernetes|CI/CD,4,"MLOps - Machine Learning in Production. Skills covered: Machine Learning, Docker, Kubernetes, CI/CD. Level: Advanced.",https://example.com/course/mlops---machine-learning-in-production,False,True,English,2022-03-01,Data Analysis|Git|Linux|Python|Statistics,CRS5027|CRS5054|CRS5022|CRS5046|CRS5028,Data Analysis with Python and Pandas|Git and GitHub Bootcamp|Linux Administration Bootcamp|Python Bootcamp|Statistics for Data Science,7.0,3 | |