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| 1 | +# AI/ML Resources |
| 2 | + |
| 3 | +This page is a collection of AI/ML resources that I update regularly. Feel free to suggest new resources via my [contact page](contact.md). |
| 4 | + |
| 5 | +## Books |
| 6 | + |
| 7 | +### AI/ML |
| 8 | + |
| 9 | +- [AI Engineering Book by Chip Huyen](https://a.co/d/1yFRjhV) |
| 10 | +- [Hands-On Large Language Models by Jay Alammar & Maarten Grootendorst](https://a.co/d/eTCQLsw) |
| 11 | + |
| 12 | +### MLOPs |
| 13 | + |
| 14 | +- [Generative AI on AWS by Chris Fregly, Antje Barth & Shelbee Eigenbrode](https://a.co/d/3bz4c1w): This is a great book that talks covers the following topics |
| 15 | + - Various MLOPS services available in AWS ecosystem. |
| 16 | + - High level concepts in LLM with enough level of depth. |
| 17 | + - Various use cases of LLM with code snippet that has used various open sourced LLM. |
| 18 | +- [Designing Machine Learning Systems by Chip Huyen](https://a.co/d/53xfE7T) |
| 19 | + |
| 20 | +## Important Papers |
| 21 | + |
| 22 | +This section lists down all the important / popular papers: |
| 23 | + |
| 24 | +- [Attention Is All You Need](technical-papers/NIPS-2017-attention-is-all-you-need-Paper.pdf): A pivotal paper publish by google that introduced Transformer in LLM architecture. |
| 25 | + |
| 26 | +## Engineering Blog |
| 27 | + |
| 28 | +This section contains the various engineering blogs links specifically around AI/ML topics. |
| 29 | + |
| 30 | +- [Airbnb engineering blog](https://medium.com/airbnb-engineering/tagged/machine-learning) |
| 31 | +- [Databricks engineering blog](https://www.databricks.com/blog/category/engineering/data-science-machine-learning) |
| 32 | +- [Facebook engineering blog](https://engineering.fb.com/category/ml-applications/) |
| 33 | +- [Google engineering blog](https://cloud.google.com/blog/products/ai-machine-learning) |
| 34 | +- [Instagram engineering blog](https://instagram-engineering.com/tagged/machine-learning) |
| 35 | +- [Lyft engineering blog](https://eng.lyft.com/tagged/machine-learning) |
| 36 | +- [Netflix engineering blog](https://netflixtechblog.com/tagged/machine-learning) |
| 37 | +- [OpenAi engineering blog](https://blogboard.io/source-feed/source/openai-blog) |
| 38 | +- [Pinterest engineering blog](https://medium.com/pinterest-engineering/tagged/machine-learning) |
| 39 | +- [Robinhood engineering blog](https://medium.com/robinhood-engineering/eng/home) |
| 40 | +- [Uber engineering blogs](https://www.uber.com/blog/engineering/data/) |
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