Convex Optimization — Boyd & Vandenberghe

Stephen Boyd & Lieven Vandenberghe

Comprehensive treatment of convex sets, convex functions, duality, and optimization algorithms. Core text for Weeks 7 and 16; used selectively for least-squares and regularization throughout.

Chapters

Exercises added as I work through each chapter.