Learning Theory & Phenomena

Double descent, shift estimation, and the infinite-width NTK regime.

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Question Tags Difficulty Success

1. Four Times The Data Or A Quarter More

pac-learningvc-dimension +1

Medium —

2. The Late Bloomer Network

grokkinggeneralization +1

Hard —

3. Where The Curve Turns Twice

double-descentinterpolation-threshold +1

Medium 100%

4. When is Black Box Shift Estimation identifiable?

Machine LearningModels & Assumptions

Hard —

5. What occurs in the infinite-width NTK regime?

Machine LearningModels & Assumptions

Hard —

Learning Resources

Mathematics for Machine Learning (free book)

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