Optimization for AI: From Gradient Descent to Modern Optimizers

From Optimism to Hope

Optimization and Learning via Stochastic Gradient Search (Princeton Series in Applied Mathematics)

Linear Algebra for Machine Learning Workbook: Matrix Operations, Eigenvalues, SVD, Gradients, and Optimization

Practical Mathematical Optimization: Basic Optimization Theory and Gradient-Based Algorithms: 133 (Springer Optimization and Its Applications, 133)