JNotes

Generative Models

• Generative Adverserial Neural Networks
• Denoising Auto Encoders
• Variational Auto Encoders
• Denoising Diffusion Probabilistic Models

Adversarial Machine Learning

• PGD (Projected Gradient Descent) Attack
• BadNets
• Label-Consistent Backdoor Attacks

Sequence Modeling

• RNN & LSTM Implementation from scratch
• Sentiment Analysis with LSTM
• GPT Implementation from scratch
• BERT Sequence Classification

Foundation Models

• CLIP Zero-shot Classification
• DINO Fine-tuning

Misc

• Perceptron
• CNN CIFAR10 Classification
• Node Classification for Graphs