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README.md
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# AI Engineering: Building Applications with Foundation Models (Chip Huyen 2025)
# AI Engineering book and other resources
> _This repo will be updated with more resources in the next few weeks._
- [About the book](#about-the-book)
- [What this book is about](#what-this-book-is-about)
- [Who this book is for](#who-this-book-is-for)
- [Table of contents](ToC.md)
- [Chapter summaries](chapter-summaries.md)
- [About the book AI Engineering](#about-the-book)
- [Table of contents](ToC.md)
- [Chapter summaries](chapter-summaries.md)
- [Study notes](study-notes.md)
- [AI engineering resources](resources.md)
- [Prompt examples](prompt-examples.md)
- [Case studies](case-studies.md)

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# Study notes
Notes from people reading AI Engineering. If you've made public notes about the book, feel free to create a PR to add them here. Thank you!
- [Alex Strick van Linschoten](https://www.linkedin.com/in/strickvl/) made excellent chapter-by-chapter notes of the book. Here are some of them.
- [Chapter 6: RAG and Agents](https://mlops.systems/posts/2025-01-24-notes-on-ai-engineering-chip-huyen-chapter-6.html)
- [Chapter 7: Finetuning](https://mlops.systems/posts/2025-01-26-notes-on-ai-engineering-chip-huyen-chapter-7:-finetuning.html)
- [Chapter 9: Inference optimization](https://mlops.systems/posts/2025-02-07-ai-engineering-chapter-9.html)
- [Chapter 10: AI engineering architecture and user feedback](https://mlops.systems/posts/2025-02-09-ai-eg-chapter-10.html)
- [Li Liu's bookclub](https://docs.google.com/document/d/1mKRI3cJVNTmNKgE85OUd3DOfnph7Z3QmqrZhBCX7yQ4/edit?tab=t.0#heading=h.ohq29zbftwgr): started Feb 8, 2025 with weekly meeting.
- [AI from Scratch reading group](https://x.com/santiviquez/status/1886469829583835214): started Feb 16, 2025.
- [Pastor Soto's notes on AI engineering](https://substack.com/home/post/p-154650527)
I'm also collecting discussion topics from reading groups and courses on AI engineering. Feel free to make PRs to add yours. Thank you!