Learning Theory From First Principles
Francis Bach
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar
Reading, Writing, and Proving: A Closer Look at Mathematics
Ulrich Daepp & Pamela Gorkin
Proofs and Refutations: The Logic of Mathematical Discovery
Imre Lakatos
Digital Minimalism: Choosing a Focused Life in a Noisy World
Cal Newport