Completed
Gradient Flow
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Analyzing Optimization and Generalization in Deep Learning via Dynamics of Gradient Descent
Automatically move to the next video in the Classroom when playback concludes
- 1 Introduction
- 2 What is Optimization Generalization
- 3 Classical Machine Learning
- 4 Deep Learning
- 5 Content
- 6 Gradient Flow
- 7 Endtoend Dynamics
- 8 Conventional Approach
- 9 Implicit Preconditioning
- 10 Gradient Descent
- 11 Depth
- 12 Matrix Completion
- 13 Deep Matrix Factorization
- 14 Experiments
- 15 Dynamics of Singular Values
- 16 Matrix Completion Problem
- 17 Singular Value Dynamics
- 18 Recap
- 19 Nonlinearity
