Support Vector Machine
This page contains resources about Support Vector Machines.
Online Courses[edit]
Video Lectures[edit]
Lecture Notes[edit]
Books and Book Chapters[edit]
- Shalev-Shwartz, S., & Ben-David, S. (2014). "Chapter 15: Support Vector Machines". Understanding Machine Learning: From Theory to Algorithms. Cambridge University Press.
- Russell, S. J., & Norvig, P. (2010). "Section 18.9: Support Vector Machines". Artificial Intelligence: A Modern Approach. Prentice Hall.
Scholarly Articles[edit]
Software[edit]
- Libsvm - MATLAB, Python
- Liblinear - MATLAB, Python
- SVM (sciki-learn) - Python
- Support Vector Machine Classification (Statistics and Machine Learning Toolbox) - MATLAB
- Support Vector Machine Regression (Statistics and Machine Learning Toolbox) - MATLAB
- SVM and Kernel Methods Matlab Toolbox