AIL722
| AIL722 | |
|---|---|
| Reinforcement Learning | |
| Credits | 3 |
| Structure | 3-0-0 |
| Pre-requisites | Any one of ELL409 / ELL784 / AIL701 / AIL721 |
| Overlaps | ELL729 approx. 50 %. [COL 333, COL341, |
AIL722 : Reinforcement Learning
[edit]/ COL 341 / COL774 COL770, COL774, ELL409, ELL 784, ELL802, ELL888) < 10% Introduction and Basics of RL, Markov Decision Processes (MDPs), Dynamic Programming, Monte Carlo Methods (Prediction), Temporal difference Methods (Prediction), Monte Carlo, TD Method (Control), Monte Carlo, TD Method (Control - cont.), N-step TD, EligibiJity Traces, Model based RL, (Action-)Value Function Approximation, Value Function Approximation, Policy Gradient, Policy Gradient, Misc. Topics.