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Numerical-Optimization-Books

996.icu Downloads Donate Stars Forks LICENSE

Aim

This repo is created to opensource some electronic books involving numerical optimization
which I collected when I was struggling with the assignments of such a conceptual advanced
mathematics course.

Category:

  1. Linear programming & Duality

  2. Non-linear programming (Quadratic programming)

  3. Convex Optimization

  4. English Textbooks in numerical optimization

  5. Chinese Textbooks in numerical optimization

  6. My personal notes and reflection

List of the materials uploaded:

As long as the opensource materials infringe on someone's copyright, I would delete it at once.

All materials in this repo is for educational purposes only. Do NOT spread it for any commercial purpose.

Visualization

An Interactive Tutorial on Numerical Optimization implements the visualization of some commonly used methods in Numerical Optimization: Nelder-Mead, Gradient Descent, Conjugate Gradient...

Sebastian Ruder dives into gradient descent methods deeply, especially for

the stochastic gradient descent on large sparse models like those used to train deep neural networks.