- Courses and MOOCs
- Introduction to Convex Optimization MITOCW by Prof. Stephen Boyd
- Convex Analysis and Optimization MITOCW by Prof. Dimitri Bertsekas
- Convex Optimization MOOC from Stanford Online
- Convex Optimization at CMU Spring 2015
- Books
- Convex Optimization – Boyd and Vandenberghe - downloadable book
- Convex Optimization Theory - by Dimitri P. Bertsekas
- Theory of Convex Optimization for Machine Learning - download