Difference between revisions of "Batch Learning for Poker"

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(Project short description)
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|resarea=Machine Learning
 
|resarea=Machine Learning
 
|start=2010/03/01
 
|start=2010/03/01
|end= In progress
+
|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.
+
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

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