This page is still under construction, I will try to complete in an incremental manner.
Optimization
Machine Learning
漫谈如何写好一篇英文科技论文-陈关荣院士
机器翻译学术论文写作方法和技巧-刘洋
ECE236C-Optimization Methods for Large-Scale Systems (Spring 2019). Prof. L. Vandenberghe, UCLA
Matlab's tours. Codes: matlab-toolboxes
Convex Optimization: Fall 2019. Instructor: Ryan Tibshirani
AIMS South Africa Short Course on Optimization. Instructor: Stephen Becker
Convex Optimization: Fall 2019. Instructor: Zaiwen Wen
S.Ruder. An overview of gradient descent optimization algorithms. arXiv preprint, arXiv:1609.04747. (2016). Note: A version of Chinese translation
Peter Ochs et al. iPiano: Inertial Proximal Algorithm for Nonconvex Optimization. Note: Homepage   seminar-ipiano   Slides   Codes
Donghwan Kim, Jeffrey A. Fessler. Another look at the fast iterative shrinkage/thresholding algorithm (FISTA). arXiv preprint, arXiv:1608.03861. (2016).
Variational Inequality
Federica Tinti. A MatLab collection of variational inequality problems.
Superiorization: theory and applications
Superiorization and Perturbation Resilience of Algorithms: A Bibliography compiled and continuously updated by Yair Censor.
Inverse Problems. Special issue on superiorization: theory and applications.
Manifold Optimization
Jiang Hu, Xin Liu, Zaiwen Wen, Yaxiang Yuan. A Brief Introduction to Manifold Optimization. arXiv preprint, arXiv:1906.05450. (2019).