Here, I maintain a collection of lecture notes, books, tutorials, papers, talks etc. that I found to be super helpful.

  • Duchi's lecture notes on Statistics and Information Theory.

  • Tropp's lecture notes on Concentration Inequalities.

  • Intro. to Statistical Learning Theory by Bousquet, Boucheron, and Lugosi.