Here is the good reference for optimization books.
I should read the following books now:
1. Convex Optimization
Stephen Boyd and Lieven Vandenberghe
Lecture slides and videos for this book can be found here.
2. Nonlinear programming
by Dimitri P. Bertsekas
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