Important Links

Links:

1. Optimization and control at arXiv

2. Reproducing Kernel Hilbert Spaces (RKHS) (Slides)

3. Stochastic Variance Reduced gradient algorithm (SVRG) (Link 1) (Link 2)

4. Stochastic Gradient Descent (SGD) using Importance Sampling

5. Submodular Optimization

6. Gaussian Processes

7. Useful Inequalities

8. Link between Kernel Regression and Gaussian Process (Slides)

9. Technical Report

10. Technical Report

11. Understanding different classification losses (Link 1) (Link 2)

12. JMLR

13. How to give an engaging research talk (Thanks to Dr. Anupam Gupta)

14. Why and What's of PhD

15. Cross-validation