Support Vector Machine

Papers

Sequential Minimal Optimization Algorithm for Support Vector Machines

• blog: http://stiglerdiet.com/blog/2015/Nov/21/sequential-minimal-optimization-algorithm-for-support-vector-machines/
• github: https://github.com/tdhopper/smo-svm
• paper: https://github.com/tdhopper/smo-svm/blob/master/OR706%20Support%20Vector%20Machines.pdf

Blogs

Everything You Wanted to Know about the Kernel Trick

http://www.eric-kim.net/eric-kim-net/posts/1/kernel_trick.html

Kernels and SVMs

http://blog.rokkincat.com/support-vector-machines/

Support Vector Machines: A Guide for Beginners

https://www.quantstart.com/articles/Support-Vector-Machines-A-Guide-for-Beginners

Resources

Collection Of SVM Libraries By Language

http://www.datasciencecentral.com/profiles/blogs/collection-of-svm-libraries-by-language

A Simple Introduction to Support Vector Machines (Lecture for CSE 802)

• slides: http://www.cise.ufl.edu/class/cis4930sp11dtm/notes/intro_svm_new.pdf

16. Learning: Support Vector Machines

• youtube: https://www.youtube.com/watch?v=_PwhiWxHK8o

Codes

Support Vector Machine in Javascript

• demo: http://cs.stanford.edu/people/karpathy/svmjs/demo/
• github: https://github.com/karpathy/svmjs