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
Bit by Bit 