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.
Course Info
Instructors
Departments
As Taught In
Fall
2024
Level
Learning Resource Types
notes
Lecture Notes
theaters
Lecture Videos
assignment
Problem Sets
grading
Projects with Examples
auto_stories
Readings