Table of Contents

Follow one of these links for a specific week, or simply scroll down 🙂

Week 1 – Logistic Regression Block by Block

Week 3 – Transformer, Distributed Training, Automatic Differentiation

Week 5 – Transformer Diagnosis

Week 7 – Mixed Precision Training

Week 9 – NeurIPS 2020, Variable Binding

Week 13 – VC-dimension, Contrastive Learning

Week 15 – infoNCE objective in CLIP

Week 17 – PMI for Classification; Simple Card Game; Rank Approximation by Dot-products

Final Project: Breaking Contrastive Models with the SET Card Game

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