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Is Optimization the Right Language to Understand Deep Learning? - Sanjeev Arora
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- 1 Intro
- 2 What is optimization
- 3 Generalization
- 4 First Order Optimization
- 5 Training of infinitely wide deep nets
- 6 Neural Tangent Kernel NTK
- 7 Neural Tangent Kernel Details
- 8 Kernel Linear Regression
- 9 Matrix Completion
- 10 Matrix Inflation
- 11 Deep Linear Net
- 12 Great in the Sense
- 13 Learning Rates
- 14 Formal Statements
- 15 Connectivity
- 16 Conclusions
