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...
Implement a Siamese Network

this month hard (>1 hr) | pytorch siamese cnn metric learning

Implement a Siamese network for MNIST digit similarity: - Two identical CNNs sharing weights. - Contrastive loss function. - Train on pairs of digits (same/different). Evaluate on test pairs.