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Classroom Contents
SGD in the Large - Average-Case Analysis, Asymptotics, and Stepsize Criticality
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- 1 Introduction
- 2 Optimization Problems
- 3 Averagecase Complexity
- 4 Randomness
- 5 Distribution
- 6 SGD Example
- 7 SGD Worst Case
- 8 SGD Congruence Theorem
- 9 Stepsize Criticality
- 10 Average Case Complexity
- 11 Stochastic Momentum
- 12 Stochastic Heavy Ball
- 13 Momentum Parameters
- 14 Dimension Dependent Momentum
- 15 Thank You
- 16 Logistic Regression
- 17 Averagecase Analysis
