Awesome Optimization

A curated list of resources for mathematical optimization and its applications.

Maintainers - Jeremy Kerfs

Courses

• Discrete Optimization - Coursera
• Approximation Algorithms Part 1 - Coursera
• Convex Optimization - Stanford
• Combinatorial Optimization - MIT

Books

• Convex Optimization by Boyd and Vandenberghe

Tools

• Google OR-Tools (C++, C#, Python, Java)
• Scipy Optimize (Python)

Papers

• Particle Swarm Optimization
• Ant Colony Optimization

SubFields

Convex Optimization

Combinatorial Optimization

Applications

Neural Networks