a collection of useful links, articles, repos that i stumble upon in my journey
best article on CUDA -
https://siboehm.com/articles/22/CUDA-MMM
LLM Primer -
https://aman.ai/primers/ai/LLM/
transformers briefly explained -
https://lilianweng.github.io/posts/2023-01-27-the-transformer-family-v2/
pytorch internals -
http://blog.ezyang.com/2019/05/pytorch-internals/
diffusion models explained -
https://lilianweng.github.io/posts/2021-07-11-diffusion-models/
collection of technical blogs on systems programming, databases, distributed systems, compilers -
https://lists.eatonphil.com/blogs.html
what every programmer should know about memory -
https://lwn.net/Articles/250967/
the programmer’s brain -
https://yoan-thirion.gitbook.io/knowledge-base/software-craftsmanship/the-programmers-brain
pointers and arrays in c -
https://pdos.csail.mit.edu/6.828/2014/readings/pointers.pdf
https://explained.ai/matrix-calculus/
https://wallhaven.cc/
https://github.com/naklecha/llama3-from-scratch
https://cs.uwaterloo.ca/~wenhuche/teaching/cs886/
https://github.com/stas00/ml-engineering
- ml engg mega guide
https://www.deep-ml.com/
- Leetcode style ML problems
ML, DL, Maths, Stats and Prob textbooks -
https://franknielsen.github.io/Books/CuratedBookLists.html
Paul G Essay Doc -
https://docs.google.com/document/d/1x_apS3vpnxrzrZ4GG-Aww2t5i9s4wHyHHXPpfS7yLcc/edit
Sam Altman banger career tips -
https://x.com/sama/status/1214274038933020672?s=20