Books
- Convex optimization (Boyd et al.)
- Elements of statistical learning (Hastie, Tibshirani, Friedman)
- Introduction to Machine Learning (A. Smola)
- Dive into Python 3 (M. Pilgrim)
- Matrix Cookbook (Petersen and Pedersen)
- Numerical Recipes in C (limited access)
Video Lectures
Software
Other
- Digital Ocean, really nice virtual server hosting
Code Snippets
Quick cookbook recipes for simple tasks:
- Python plotting
- Projection onto unit simplex (to be completed)