Notes
Taking notes helps me internalize difficult concepts and techniques with my own understanding. My notes are also like an intellectual diary that witnesses my growth over the years.
Large Language Models & AI Agents
Transformers and Large Language Models - Stanford Course Notes
Attention mechanisms - Literature Survey (updated)
Architectural innovations - Literature Survey (updated)
LLM post-training - Literature Survey (updated)
Optimization algorithms for LLM training - Literature Survey (updated)
Statistics & Machine Learning
Elements of Statistical Learning - Hastie, Tibshirani, and Friedman
High-Dimensional Probability - Vershnyn
Causal Inference - MIT Course Notes
Mathematical Statistics and Data Analysis - Rice
All of Statistics - Wasserman
Reinforcement Learning - Sutton and Barto
Vignettes of Physics
A collection of simple, deep and elegant derivations in physics.
Lee-Yang Circle Theorem - Identify phase transition via Lee-Yang zeros