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Classroom Contents
Learning One-Hidden-Layer Neural Networks with Landscape Design
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- 1 Intro
- 2 Interfaces Between Users and Optimizers?
- 3 Optimization in Machine Learning: New Interfaces?
- 4 Possible Paradigm for Optimization Theory in ML?
- 5 This Talk: New Objective for Learning One-hidden-layer Neural Networks
- 6 The Straightforward Objective Fails
- 7 An Analytic Formula
- 8 Provable Non-convex Optimization Algorithms?
- 9 Conclusion
