Pacman AI

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Pacman AI is an open-source reinforcement learning project that trains agents using Q-learning and value iteration to master Pacman. It includes modules for environment simulation, reward shaping, and performance evaluation to teach the agent optimal pathfinding, pill collection, and ghost evasion. With customizable parameters, users can experiment with different learning rates, exploration strategies, and reward schemes to improve gameplay efficiency.
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May 07 2025
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Pacman AI

Pacman AI

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0
Pacman AI
Pacman AI is an open-source reinforcement learning project that trains agents using Q-learning and value iteration to master Pacman. It includes modules for environment simulation, reward shaping, and performance evaluation to teach the agent optimal pathfinding, pill collection, and ghost evasion. With customizable parameters, users can experiment with different learning rates, exploration strategies, and reward schemes to improve gameplay efficiency.
Added on:
Social & Email:
Platform:
May 07 2025
--
Featured

What is Pacman AI?

Pacman AI offers a fully functional Python-based environment and agent framework for the classic Pacman game. The project implements key reinforcement learning algorithms—Q-learning and value iteration—to allow the agent to learn optimal policies for pill collection, maze navigation, and ghost avoidance. Users can define custom reward functions and adjust hyperparameters such as learning rate, discount factor, and exploration strategy. The framework supports metric logging, performance visualization, and reproducible experiment setups. It is designed for easy extension, letting researchers and students integrate new algorithms or neural network-based learning approaches and benchmark them against baseline grid-based methods within the Pacman domain.

Who will use Pacman AI?

  • AI researchers
  • Reinforcement learning enthusiasts
  • Computer science students
  • Educators teaching machine learning
  • Game AI developers

How to use the Pacman AI?

  • Step1: Clone the pacman-ai repository from GitHub.
  • Step2: Install Python 3.6+ and required dependencies using pip install -r requirements.txt.
  • Step3: Configure hyperparameters (learning rate, discount factor, exploration rate) in the config file.
  • Step4: Run the training script to start Q-learning or value iteration experiments.
  • Step5: Use the evaluation script to simulate games and collect performance metrics.
  • Step6: Generate plots and visualize agent learning curves with the provided plotting utilities.

Platform

  • mac
  • windows
  • linux

Pacman AI's Core Features & Benefits

The Core Features

  • Q-learning algorithm implementation
  • Value iteration agent
  • Customizable reward functions
  • Environment simulation for Pacman
  • Performance logging and visualization
  • Modular codebase for easy extension

The Benefits

  • Educational framework for learning RL concepts
  • Open-source and easily modifiable
  • Reproducible experiment setup
  • Supports custom algorithms and neural integrations
  • Lightweight and Python-based

Pacman AI's Main Use Cases & Applications

  • Teaching reinforcement learning in academic courses
  • Benchmarking Q-learning vs. value iteration
  • Prototyping game AI for maze navigation
  • Research on reward shaping strategies
  • Demonstrating RL concepts in workshops

FAQs of Pacman AI

Pacman AI Company Information

Pacman AI Reviews

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Pacman AI's Main Competitors and alternatives?

  • Berkeley Pacman AI projects
  • OpenAI Gym Pacman environment
  • Deep Q-Network Pacman implementations

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