Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
40 changes: 40 additions & 0 deletions docs/ai-ml-resources.md
Original file line number Diff line number Diff line change
@@ -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/)
3 changes: 2 additions & 1 deletion docs/talks.md
Original file line number Diff line number Diff line change
Expand Up @@ -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

Expand Down
Binary file not shown.
1 change: 1 addition & 0 deletions mkdocs.yml
Original file line number Diff line number Diff line change
Expand Up @@ -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

Expand Down