Home▸AI & Machine Learning▸Adversarial ML Lab — Craft a Perturbation That Flips a Classifier

⚡ Adversarial ML Lab — Craft a Perturbation That Flips a Classifier

Drag a small perturbation onto a correctly-classified point and watch a linear classifier flip its decision — then turn on adversarial training and watch the same attack stop working.

AI & Machine Learning2DModerate60 FPS

⚙ Under the hood

Drag a small perturbation onto a correctly-classified point and watch a linear classifier flip its decision — then turn on adversarial training and watch the same attack stop working.

Canvas 2DAdversarial ExamplesFGSMRobustnessAdversarial Training

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install