- COS 521: Advanced Algorithms. Princeton University (A new take on the standard graduate algorithms course, as described in this blog post.)
- Ankur Moitra's Lecture Notes on Algorithmic Aspects of Machine Learning.
- Rong Ge's thesis, Provable Algorithms for Machine Learning.
- Sanjeev Arora's ICML 2018 tutorial Toward Theoretical
Understanding of Deep Learning