Study Resources(note: some of these notes are written by me and not rigorously checked for correctness)
- Arkadi Nemirovski has a great set of lecture notes on optimization.
- An Intuitive Guide to Transformation of Variables for Probability Density Functions
- An Approach toward Understanding Matrix Derivatives
- The Elements of Style is a fantastic short guide to good writing.