Numerical Optimization
Jorge Nocedal & Stephen J. Wright
Springer Series in Operations Research (1)
Book of Proof
Richard H. Hammack
Pen and Paper Exercises in Machine Learning
Michael U. Gutmann
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar
Algorithms for Convex Optimization
Nisheeth K. Vishnoi