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Highdimensional regression
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Classroom Contents
Weaving Together Machine Learning, Theoretical Physics, and Neuroscience
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- 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
