https://github.com/robmch/halite_machine_learning_ai
An machine learning based AI for the Halite III competition.
https://github.com/robmch/halite_machine_learning_ai
ai artificial-intelligence artificial-neural-networks game-ai halite3 halite3-competition
Last synced: 12 months ago
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An machine learning based AI for the Halite III competition.
- Host: GitHub
- URL: https://github.com/robmch/halite_machine_learning_ai
- Owner: RobMcH
- Created: 2019-01-29T09:48:34.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2019-01-29T10:02:16.000Z (over 7 years ago)
- Last Synced: 2025-06-14T03:03:29.637Z (12 months ago)
- Topics: ai, artificial-intelligence, artificial-neural-networks, game-ai, halite3, halite3-competition
- Language: Python
- Size: 78.4 MB
- Stars: 4
- Watchers: 1
- Forks: 2
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Machine Learning Bot for the Halite III AI competition
This repository contains a machine learning bot for the Halite III AI competition [Halite.io](https://halite.io/) based on the [ML starter bot](https://github.com/HaliteChallenge/Halite-III/tree/master/starter_kits/ml/SVM). It is based on Keras and TensorFlow. The repository also contains training data consisting of replays of the best bots that participated in the competition.
# Running and Training the Bot
The bot is run locally by executing the scripts run_game.bat (Windows) and run_game.sh (MacOS, Linux). For training the bot just run 'python3 ML_Bot.py', it will use all data contained in the '/train' folder.
# Differences to the ML Starter Bot
The code for the ML starter bot on GitHub is broken in several ways and not working (at all). If you want to develop your own machine learning bot, you can this repository as a basis since I already fixed all the issues.