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Policy Evaluation (PE)
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Classroom Contents
Stochastic Variance Reduction Methods for Policy Evaluation
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- 1 Intro
- 2 Reinforcement Learning
- 3 Policy Evaluation (PE)
- 4 Main Results
- 5 Notation
- 6 Objective Function for PE
- 7 Outline
- 8 Challenge with MSPBE
- 9 MSPBE as Saddle-Point Problem
- 10 Primal Dual Batch Gradient for Low
- 11 Stochastic Gradient Descent for L(0,w)
- 12 Stochastic Variance Reduced Gradient (SVRG)
- 13 SAGA
- 14 Extensions
- 15 Complexity: Summary
- 16 Preliminary Experiments
- 17 Experiments: Benchmarks
- 18 Random MDPS
- 19 Mountain Car
- 20 Previous Work
- 21 Conclusions
