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Classroom Contents
Learning and Generalization in Over-parametrized Neural Networks - Going Beyond Kernels
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- 1 Introduction
- 2 Tangent Kernel
- 3 Theorem
- 4 Intuition
- 5 Takeaway
- 6 Why Neural Networks
- 7 Results
- 8 Learning Network
- 9 Concept Class
- 10 Learning Algorithms
- 11 Generalization Theorem
- 12 Complexity
- 13 Extensions
- 14 Intuitions
- 15 Higher Level Intuition
- 16 Key Message
- 17 Feed Better
- 18 Neural Network
- 19 Future Direction
