Machine Learning · Kernel Methods

Kernel Trick

A circle trapped in a ring — no straight line can split it. A kernel bends the boundary until it can.

kernel
x₁ x₂
kernel
linear
accuracy
state
some points on the wrong side
inner classouter ring
tip: linear fails — switch to poly or RBF, then press Lift to 3D.
svm_kernel.py