Support Vector Machine

This page contains resources about Support Vector Machines.

Books and Book Chapters

• 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.

Software

• 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

See also 

• Statistical Learning Theory
• Kernel Methods