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

Understanding Support Vector Machines

• blog: https://blog.knoldus.com/2016/08/19/understanding-support-vector-machines/

Multi-class SVM Loss

http://www.pyimagesearch.com/2016/09/05/multi-class-svm-loss/

SVM versus a monkey. Make your bets.

http://quantdare.com/2016/09/svm-versus-a-monkey/

Support Vector Machines: A Concise Technical Overview

http://www.kdnuggets.com/2016/09/support-vector-machines-concise-technical-overview.html

Why use SVM?

http://blog.yhat.com/posts/why-support-vector-machine.html

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

Projects

Support Vector Machine in Javascript

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

LIBIRWLS: A parallel IRWLS procedure to train full and semiparametric SVMs.

• homepage: https://robedm.github.io/LIBIRWLS/
• github: https://github.com/RobeDM/LIBIRWLS