6.7960 | Fall 2024 | Undergraduate, Graduate

Deep Learning

Lec 12. Representation Learning: Similarity-Based

This video covers similarity-based representation learning, including metric learning, contrastive learning, self-supervised and supervised methods, InfoNCE loss, alignment and uniformity principles, and the role of hard negatives.

Learning Resource Types
Lecture Notes
Lecture Videos
Problem Sets
Projects with Examples
Readings