The 10 Most Valuable AI Learning Repositories on GitHub

[Sasha]

The 10 Most Valuable AI Learning Repositories on GitHub

I analyzed the top GitHub repositories where Jupyter Notebooks (.ipynb) are the primary format and filtered out pure hype, keeping only the most practical, structured learning resources.

Here are the 10 repositories that will actually make you better at AI 

1. microsoft/generative-ai-for-beginners  ~105 k
Full repo for Microsoft’s Generative AI course with Jupyter notebooks and lessons on building GenAI apps.
https://github.com/microsoft/generative-...-beginners

2. rasbt/LLMs-from-scratch  ~83 k
Educational implementation of GPT-style LLMs from scratch (code + notebooks).
https://github.com/rasbt/LLMs-from-scratch

3. microsoft/ai-agents-for-beginners  ~49 k
Course on building agentic AI systems, tools, memory, planning, and workflows.
https://github.com/microsoft/ai-agents-for-beginners

4. microsoft/ML-For-Beginners ~83 k
Classic machine learning fundamentals curriculum (26 lessons).
 https://github.com/microsoft/ML-For-Beginners

5. openai/openai-cookbook ~71 k
Official OpenAI API examples, production-ready patterns, recipes, and demos in notebooks.
https://github.com/openai/openai-cookbook

6. jackfrued/Python-100-Days  ~177 k
Intensive Python learning roadmap with 100 days of exercises/notebooks.
https://github.com/jackfrued/Python-100-Days

7. pathwaycom/llm-app  ~54 k
RAG templates and real-world deployable LLM apps (prod-ready pipelines).
https://github.com/pathwaycom/llm-app

8. jakevdp/PythonDataScienceHandbook ~46 k
Foundational data science notebook collection (NumPy, Pandas, Matplotlib, Scikit-Learn).
https://github.com/jakevdp/PythonDataScienceHandbook

9. CompVis/stable-diffusion  ~72 k
Original Stable Diffusion text-to-image model code (excellent learning material).
 https://github.com/CompVis/stable-diffusion

10. facebookresearch/segment-anything  ~53 k
Meta’s Segment Anything Model (SAM) for interactive image segmentation.
 https://github.com/facebookresearch/segment-anything