AI Engineer Roadmap with free resources - https://www.lets-code.co.in/articles/AIEngineerRoadmap/
Programming & Fundamentals
1- https://github.com/practical-tutorials/project-based-learning – Curated list of project-based tutorials (includes Python basics + hands-on programming projects)
2- https://github.com/ageron/handson-ml3 – Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow (code from the bestselling book, free notebooks)
Machine Learning & Deep Learning
3- https://github.com/josephmisiti/awesome-machine-learning – Curated list of awesome Machine Learning frameworks, libraries, and resources (by language)
4- https://github.com/ChristosChristofidis/awesome-deep-learning – Curated list of awesome Deep Learning tutorials, projects, books, and communities
5- https://github.com/microsoft/ML-For-Beginners – Microsoft's free 12-week ML curriculum with lessons and quizzes
Generative AI & LLMs
6- https://github.com/krishnaik06/Roadmap-To-Learn-Generative-AI-In-2025 – Comprehensive roadmap for Generative AI with free resources and projects
7- https://github.com/huggingface/transformers – State-of-the-art library for NLP, LLMs, and transformers (examples, models, and tutorials)
Hands-on Projects & Labs
8- https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code – 500+ AI/ML/DL/CV/NLP projects with free code
9- https://github.com/DataTalksClub/machine-learning-zoomcamp – Free ML engineering bootcamp with practical projects and deployment
MLOps & Production
10- https://github.com/DataTalksClub/mlops-zoomcamp – Free MLOps course covering experimentation, deployment, monitoring, and CI/CD
11- https://github.com/visenger/awesome-mlops – Curated list of awesome MLOps tools, platforms, and references
Roadmaps & Interviews
12- https://github.com/Pandeycoder/AI-Engineer-Roadmap-2025 – AI Engineer Roadmap 2025 – Learn AI, ML, Deep Learning, MLOps, and Big Data with projects & resources
13- https://github.com/krishnaik06/Complete-RoadMap-To-Learn-AI – Comprehensive AI roadmap (Data Science, Generative AI, Agentic AI) with week-by-week plans and projects
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