Difference between revisions of "Batch Learning for Poker"
From AIRWiki
(→Project short description) |
|||
Line 5: | Line 5: | ||
|resarea=Machine Learning | |resarea=Machine Learning | ||
|start=2010/03/01 | |start=2010/03/01 | ||
− | |end= | + | |end=1970/01/01 |
|status=Active | |status=Active | ||
|type=Thesis | |type=Thesis | ||
}} | }} | ||
− | |||
− | |||
=== Project short description === | === Project short description === | ||
This project is aimed at determination an efficient policy to play Poker Limit Hold`em Heads up. Subdivided in three major areas: | This project is aimed at determination an efficient policy to play Poker Limit Hold`em Heads up. Subdivided in three major areas: | ||
− | + | 1- Analysis of rules of poker and player strategies. | |
2- Feature Extraction: Given the fact that number of possible states are quite large (10E14). A FS approach is necessary. | 2- Feature Extraction: Given the fact that number of possible states are quite large (10E14). A FS approach is necessary. | ||
3- Fitted Q-Iteration to determinate the policy using Extremely Randomized Trees. | 3- Fitted Q-Iteration to determinate the policy using Extremely Randomized Trees. |
Revision as of 13:22, 15 May 2010
MRT: Batch Learning for Poker
| |
Coordinator: | MarcelloRestelli (restelli@elet.polimi.it) |
Tutor: | |
Collaborator: | |
Students: | RafaelVilella (rafaelcarioca51@gmail.com) |
Research Area: | Machine Learning |
Research Topic: | |
Start: | 2010/03/01 |
End: | 1970/01/01 |
Status: | Active |
Type: | Thesis |
Contents
Project short description
This project is aimed at determination an efficient policy to play Poker Limit Hold`em Heads up. Subdivided in three major areas: 1- Analysis of rules of poker and player strategies. 2- Feature Extraction: Given the fact that number of possible states are quite large (10E14). A FS approach is necessary. 3- Fitted Q-Iteration to determinate the policy using Extremely Randomized Trees.
Dates
Start date: 2010/03/01
End date: Still in progress
Project head(s)
M.Restelli - User:MarcelloRestelli
Students currently working on the project
Rafael Domingues Santos Vilella - User:RafaelVilella
Laboratory work and risk analysis
This project is related to software developing so there are no dangerous activities