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First-Order Stochastic Optimization

First-Order Stochastic Optimization

Simons Institute via YouTube Direct link

Convergence Rate

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Convergence Rate

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Classroom Contents

First-Order Stochastic Optimization

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  1. 1 Introduction
  2. 2 Support Vector Machine
  3. 3 Deep Learning
  4. 4 Gradient Descent
  5. 5 Questions
  6. 6 Theorem
  7. 7 Proof
  8. 8 Important Sampling
  9. 9 Convergence Rate
  10. 10 Adaptive Learning
  11. 11 Dynamic Updates

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