Kernel SVM

Usage

For simulated data demo, try:

cd examples/
python sim_demo.py

For DIGITS data demo, try:

cd examples/
python real_demo.py

To compare with Scikit-Learn, try:

cd examples/
python sklearn_compare.py

Dependencies

Python 3 or 2.7 with the following packages installed:

1. Numpy
2. Scipy
3. Scikit-learn
4. Pandas
5. Matplotlib
6. tqdm

Background

The loss function is as below:

The gradient is as below:

Plots

Screenshots