Completed
Random MDPS
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Stochastic Variance Reduction Methods for Policy Evaluation
Automatically move to the next video in the Classroom when playback concludes
- 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
