The definition of knowing something is being able to explain it clearly. - S. Salsa
This repository is created for studying Machine Learning, by exchanging notes, codes, and more important, ideas. All forms of contribution are grateful; Besides, all the collaborators have root permission to this repository.
-
Preliminary Knowledge
- Karush-Kuhn-Tucker Conditions
- Spetral Decomposition of Symmetric Matrix
- ...
-
Supervised Learning
-
Unsupervised Learning
- ...
-
Trevor Hastie et. al., The Elements of Statistical Learning (2nd Edition), Springer, 2008.
-
李航, 统计学习方法, 清华大学出版社, 2012.
-
Johnson, R.A. and Wichern, D.W., Applied Multivariate Statistical Analysis (6th Edition), Prentice Hall, 2007.
-
Sheldon Axler, Linear Algebra Done Right (2nd Edition), Springer, 1997.
-
David G. Luenberger, Yinyu Ye, Linear and Nonlinear Programming (3rd Edition), Springer, 2008.