Completed
Basic idea
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Weaving Together Machine Learning, Theoretical Physics, and Neuroscience
Automatically move to the next video in the Classroom when playback concludes
- 1 Introduction
- 2 Theoretical neuroscience and machine learning
- 3 Outline
- 4 Highdimensional statistics
- 5 Highdimensional regression
- 6 Algorithm examples
- 7 The answer
- 8 Running example
- 9 Generalization
- 10 Nonlinear deep networks
- 11 Linear deep networks
- 12 Nonlinear networks
- 13 Deeper networks
- 14 Random matrix theory
- 15 Rank 1 teacher
- 16 Qualitative conclusions
- 17 Revisiting generalization
- 18 Summary
- 19 Basic idea
- 20 Neuroscience
- 21 Cell types
- 22 Quantum neuromorphic computing
- 23 Quantum optimizers
- 24 Energy landscape
- 25 Papers
- 26 Questions
- 27 Deep Neural Network
