The Challenges of Model-Based Reinforcement Learning and How to Overcome Them - Csaba Szepesvári
Institute for Advanced Study via YouTube
Overview
Syllabus
Intro
Premise
Collaborators
Context
Markov Decision Processes
Environment
Simulation
Experience
Online reinforcement learning
Reinforcement learning and neural networks
Questions
Example
Benefits
Reality check
Challenges
Modeling errors
Question
Efficient planning
Defining things
Expected reward
The curse of dimensions
Computing the optimal policy
Planning
Function Approximation
Taught by
Institute for Advanced Study