An Efficient Soft-Margin Kernel SVM Implementation In Python

Code used for my tutorial blog post.

Run example

git clone https://github.com/emilemathieu/blog_svm
cd blog_svm
cd code
python example.py

Repository organisation

• references: referred papers
• code > kernel: several canonical kernels
• code > binary_classification: soft-margin kernel SVM implemented with SMO
• code > example.py: small 2d binary classification task example