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Overfitting in Deep Networks
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Classroom Contents
Benign Overfitting in Linear Prediction
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- 1 Intro
- 2 Overfitting in Deep Networks
- 3 Interpolating Prediction Rules
- 4 Definitions
- 5 Interpolating Linear Regression
- 6 Notions of Effective Rank
- 7 Benign Overfitting: A Characterization
- 8 Benign Overfitting: Proof Ideas
- 9 What kinds of eigenvalues?
- 10 Implications for deep learning
- 11 Implications for adversarial examples
- 12 Benign Overfitting in Linear Regression
