All Katas - ML Katas

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Adversarial Training for Robustness

this month hard (>1 hr) | training cnn adversarial robustness fgsm

Implement **adversarial training** on a simple classification model like a small CNN on MNIST. The goal is to make the model robust to adversarial attacks. You'll need to generate adversarial...
Generative Adversarial Network (GAN) on MNIST

this month hard (>1 hr) | training adversarial generative mnist gan

Implement and train a simple **Generative Adversarial Network (GAN)**. The network consists of a generator and a discriminator. The generator takes a random noise vector and tries to generate a...