diff --git a/docs/ai-ml-resources.md b/docs/ai-ml-resources.md new file mode 100644 index 0000000..d6e8475 --- /dev/null +++ b/docs/ai-ml-resources.md @@ -0,0 +1,40 @@ +# AI/ML Resources + +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). + +## Books + +### AI/ML + +- [AI Engineering Book by Chip Huyen](https://a.co/d/1yFRjhV) +- [Hands-On Large Language Models by Jay Alammar & Maarten Grootendorst](https://a.co/d/eTCQLsw) + +### MLOPs + +- [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 + - Various MLOPS services available in AWS ecosystem. + - High level concepts in LLM with enough level of depth. + - Various use cases of LLM with code snippet that has used various open sourced LLM. +- [Designing Machine Learning Systems by Chip Huyen](https://a.co/d/53xfE7T) + +## Important Papers + +This section lists down all the important / popular papers: + +- [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. + +## Engineering Blog + +This section contains the various engineering blogs links specifically around AI/ML topics. + +- [Airbnb engineering blog](https://medium.com/airbnb-engineering/tagged/machine-learning) +- [Databricks engineering blog](https://www.databricks.com/blog/category/engineering/data-science-machine-learning) +- [Facebook engineering blog](https://engineering.fb.com/category/ml-applications/) +- [Google engineering blog](https://cloud.google.com/blog/products/ai-machine-learning) +- [Instagram engineering blog](https://instagram-engineering.com/tagged/machine-learning) +- [Lyft engineering blog](https://eng.lyft.com/tagged/machine-learning) +- [Netflix engineering blog](https://netflixtechblog.com/tagged/machine-learning) +- [OpenAi engineering blog](https://blogboard.io/source-feed/source/openai-blog) +- [Pinterest engineering blog](https://medium.com/pinterest-engineering/tagged/machine-learning) +- [Robinhood engineering blog](https://medium.com/robinhood-engineering/eng/home) +- [Uber engineering blogs](https://www.uber.com/blog/engineering/data/) diff --git a/docs/talks.md b/docs/talks.md index 99bcf52..2378e8f 100644 --- a/docs/talks.md +++ b/docs/talks.md @@ -13,7 +13,8 @@ To help me better understand the scope and determine my availability, please sha You can find my contact details [here](contact.md). I look forward to hearing from you soon and hopefully collaborating! ???+ note -If you're interested in speaking at tech conferences, [this list](https://github.com/rakeshcusat/tech-conference) is a great resource to find relevant events. As an open-source project, contributions are encouraged. + + If you're interested in speaking at tech conferences, [this list](https://github.com/rakeshcusat/tech-conference) is a great resource to find relevant events. As an open-source project, contributions are encouraged. ## Upcoming Talks diff --git a/docs/technical-papers/NIPS-2017-attention-is-all-you-need-Paper.pdf b/docs/technical-papers/NIPS-2017-attention-is-all-you-need-Paper.pdf new file mode 100644 index 0000000..489a90b Binary files /dev/null and b/docs/technical-papers/NIPS-2017-attention-is-all-you-need-Paper.pdf differ diff --git a/mkdocs.yml b/mkdocs.yml index 2a0c6cd..89d143c 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -17,6 +17,7 @@ nav: - Home: index.md - Experiences: experiences.md - Talks: talks.md + - AI/ML Resources: ai-ml-resources.md - Yearly Goals: yearly-goals.md - Contact Me: contact.md