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
Minimal Support Vector Machine
https://arxiv.org/abs/1804.02370
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
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)
16. Learning: Support Vector Machines
Projects
ThunderSVM: A Fast SVM Library on GPUs and CPUs
https://github.com//zeyiwen/thundersvm
Support Vector Machine in Javascript
LIBIRWLS: A parallel IRWLS procedure to train full and semiparametric SVMs.
- homepage: https://robedm.github.io/LIBIRWLS/
- github: https://github.com/RobeDM/LIBIRWLS
