Skip to content
/ RL-Project Public

Implementation of REINFORCE with Baseline and Monte-Carlo Tree Search algorithms along with Multi-Armed Bandits.

0 stars 0 forks Branches Tags Activity
Star
Notifications You must be signed in to change notification settings

razor08/RL-Project

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

27 Commits
mcts_figs
mcts_figs
 
 
multi_armed_bandits
multi_armed_bandits
 
 
reinforce_with_baseline
reinforce_with_baseline
 
 
.gitignore
.gitignore
 
 
CS687-Gridworld.png
CS687-Gridworld.png
 
 
CS687FinalReport.pdf
CS687FinalReport.pdf
 
 
README.md
README.md
 
 
cartpole.py
cartpole.py
 
 
cs687_gridworld.py
cs687_gridworld.py
 
 
mab_algorithms.py
mab_algorithms.py
 
 
mcts.py
mcts.py
 
 
mcts_main.py
mcts_main.py
 
 
mountain_car.py
mountain_car.py
 
 
multi_armed_bandits.py
multi_armed_bandits.py
 
 
reinforce_baseline.py
reinforce_baseline.py
 
 

Repository files navigation

We present implementations of REINFORCE with Baseline and Monte-Carlo Tree Search algorithms on three MDPs: Cartpole, CS687-Gridworld and Mountain Car. For extra-credits, we have implemented a yet unexplored MDP: Mountain Car and we present different algorithms: Epsilon Greedy, Epsilon Decreasing Greedy, Upper Confidence Bound (UCB) and Thompson sampling performance analysis on multi-armed bandits.

About

Implementation of REINFORCE with Baseline and Monte-Carlo Tree Search algorithms along with Multi-Armed Bandits.

Resources

Readme
Activity

Stars

0 stars

Watchers

1 watching

Forks

0 forks
Report repository

Releases

No releases published

Packages

No packages published

Languages