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Genetic programming algorithm for a Tetris bot.

Go 90.17% C++ 9.83%
ai tetris machine-learning genetic-programming

nextgen-tetris's Introduction

NextGen-Tetris

Tetris

The aim of this project is to understand how different AI strategies perform while playing a game of Tetris on a 10x18 board.

The end gold standard of the AI being a genetic programming algorithm which should ideally be able to play on for ages!

Analysis

Randomized bot (makes random choices):

  • Average score: 166
  • Number of trials: 6685
  • Sum: 1111315

Greedy bot (makes greedy choices, i.e. selects the move which maximizes the score):

  • Average: 210
  • Number: 10000
  • Sum: 2105309

Bot that minimizes the maximum height at every step:

  • Average: 726
  • Number: 10049
  • Sum: 7300649

Prev bot + awards line clears:

  • Average: 1382
  • Number: 9281
  • Sum: 12831920

Tetris

Shoutout to https://github.com/k0kubun/ for the Tetris shell!

nextgen-tetris's People

Contributors

saurabhbatra96 avatar

Stargazers

Charles  Cianos avatar Vedant Rathore avatar

Watchers

James Cloos avatar  avatar

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