Pacman AI

0
0 Reviews
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
--
Promote this Tool
Update this Tool
Pacman AI

Pacman AI

0 Reviews
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

5/5
Do You Recommend Pacman AI? Leave a Comment Below!

Pacman AI's Main Competitors and alternatives?

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

You may also like:

insMind's AI Design Agent
1.5M
insMind's AI Design Agent14.58%
AI design agent automates workflow creating images, videos, 3D models up to 10x faster.
Onlyfans AI Chatbot - ChatPersona AI
1.2K
Onlyfans AI Chatbot - ChatPersona AI54.15%
AI-driven chatbot for top OnlyFans creators.
Launchnow
--
SaaS boilerplate for rapid product launch and development.
Groupflows
2.3K
Groupflows73.24%
Arrange group activities quickly with Groupflows.
aixbt by Virtuals
325.8K
aixbt by Virtuals27.42%
Aixbt is a tokenized AI Agent optimizing revenue across applications.
theGist
937
theGist AI Workspace unifies work apps with AI for improved productivity.
RocketAI
44.0K
RocketAI11.03%
Generate brand visuals and copy using AI to boost e-commerce sales.
GPTConsole
1.4K
GPTConsole55.44%
GPTConsole is an AI agent designed for streamlined conversation and task automation.
GenSphere
--
GenSphere is an AI agent that automates data analysis and provides insights for informed decision-making.
Nullify
6.8K
Nullify63.82%
Nullify automates the entire AppSec program for security teams using AI-driven solutions.
Flowith
77.6K
Flowith18.77%
Flowith is a canvas-based agentic workspace which offers free 🍌Nano Banana Pro and other effective models...
Langbase
30.8K
Langbase21.51%
Langbase is an AI agent that generates and analyzes natural language content efficiently.
AiTerm (Beta)
719
AiTerm (Beta)36.79%
AiTerm: AI Terminal Assistant converting natural language to commands.
Facts Generator
--
Generate intriguing facts effortlessly with our AI-powered tool.
My AI Ninja
--
My AI Ninja provides GPT-4 access without subscriptions.
Orga AI
1.2K
Orga AI100.00%
Revolutionary AI that sees, hears, and communicates in real time.
JOBO, THE AI AUTO APPLY BOT!
17.9K
JOBO, THE AI AUTO APPLY BOT!41.82%
Automate your job applications and find the perfect job with AI technology.
Intellika AI
413
Intellika AI100.00%
Intellika AI enables seamless automation of data analysis and reporting for businesses.
ScholarRoll
--
ScholarRoll helps students find and apply for scholarships easily.
OneReach
37.2K
OneReach68.25%
OneReach AI simplifies interactions by automating customer engagement through intelligent messaging.
Phoenix AI Assistant
594
Phoenix AI Assistant100.00%
Phoenix AI Assistant helps streamline tasks using intelligent automation and personalized support.
Refly.ai
8.6K
Refly.ai37.99%
Refly.AI empowers non-technical creators to automate workflows using natural language and a visual canvas.
Resea AI
--
Resea AI is an intelligent research AI agent that autonomously completes research and writing tasks quickly.
CourseFactory AI
1.0K
CourseFactory AI100.00%
AI Agent CourseFactory streamlines course creation with intelligent automation.
PIPPIN
--
PIPPIN is an AI agent that helps you write engaging stories with tailored narratives.
Tennr
37.3K
Tennr87.56%
Tennr is an advanced AI agent facilitating personalized learning experiences and recommendations.
Illufly
--
Illufly is an AI storyboarding agent converting scripts into illustrated slide decks using GPT-driven narratives and AI image generation.
Multi Agent Simulation
--
A Python-based framework enabling creation and simulation of AI-driven agents with customizable behaviors and environments.
MultiAgentes
--
A Python-based multi-agent simulation framework enabling concurrent agent collaboration, competition and training across customizable environments.
Kwizie
29.1K
Kwizie15.28%
Kwizie is an AI agent designed for personalized learning support and streamlined educational engagement.
CoGym
--
An AI-powered adaptive cognitive training platform offering personalized gamified exercises to improve memory, attention, and executive functions.
Firsthand
10.4K
Firsthand63.46%
Firsthand is an AI agent designed for personalized learning and knowledge enhancement.
FineVoice
381.3K
FineVoice19.05%
Clone, Design, and Create Expressive AI Voices in Seconds, with Perfect Sound Effects and Music.
TheLibrarian.io
96.9K
TheLibrarian.io17.87%
TheLibrarian.io is an AI agent that assists users in managing and exploring information resources efficiently.
Stemrobo
26.2K
Stemrobo92.65%
Stemrobo is an AI agent that assists in STEM education and robotics learning.
Tusk
7.4K
Tusk91.25%
Tusk is a powerful AI agent that automates and enhances your workflows with intelligent insights.
AI Interview Prep
--
Simulate technical coding interviews with ChatGPT, generating questions and providing real-time code evaluation and feedback.
Hugging Face Agents Course
--
Hands-on course teaching creation of autonomous AI agents with Hugging Face Transformers, APIs, and custom tool integrations.
Hugging Face Agents Course
--
An open-source tutorial series for building retrieval QA and multi-tool AI Agents using Hugging Face Transformers.
Eliza
6.9K
Eliza30.83%
Eliza is a rule-based conversational agent simulating a psychotherapist, engaging users through reflective dialogue and pattern matching.
EduGPT
--
EduGPT delivers personalized AI tutoring with interactive Q&A, adaptive curriculum planning, and automated quiz generation for enhanced learning.
Devra
6.2K
Devra25.25%
Devra is an AI Agent designed for personalized learning and research assistance.
Agent4Edu
--
Agent4Edu is an open-source framework providing intelligent tutoring, exam analysis, and personalized learning paths for students.
SharkFoto
69.6K
SharkFoto13.79%
SharkFoto is an all-in-one AI-powered platform for creating and editing videos, images, and music efficiently.
Azul Game AI Agent
--
An AI agent that uses Minimax and Monte Carlo Tree Search to optimize tile placement and scoring in Azul.
AGM: AI Game Maker
--
AGM: AI Game Maker enables seamless game development with AI support.
TexasHoldemAgent
--
An RL-based AI agent that learns optimal betting strategies to play heads-up limit Texas Hold'em poker efficiently.
StarCraft II Reinforcement Learning Agent
--
An open-source reinforcement learning agent using PPO to train and play StarCraft II via DeepMind's PySC2 environment.
MultiAgentPacman
--
Open-source framework enabling implementation and evaluation of multi-agent AI strategies in a classic Pacman game environment.
BomberManAI
--
BomberManAI is a Python-based AI agent that autonomously navigates and battles in Bomberman game environments using search algorithms.
SoccerAgent
36
SoccerAgent100.00%
SoccerAgent uses multi-agent reinforcement learning to train AI players for realistic soccer simulations and strategy optimization.
GiftSong
4.6K
GiftSong52.89%
Create personalized songs for all occasions with ease.
MetaHuman Creator
4.0M
MetaHuman Creator19.51%
Create realistic 3D digital humans efficiently with MetaHuman Creator.
DND LLM Game
--
An AI-powered Dungeon Master that uses LLMs to generate dynamic D&D narrative, quests, and encounters in real-time.
Qoder
1.1M
Qoder62.06%
Qoder is an agentic coding platform for real software, Free to use the best model in preview.
MultiAgent-Systems-StarCraft2-PySC2-Raw
--
An open-source multi-agent reinforcement learning framework enabling raw-level agent control and coordination in StarCraft II via PySC2.
YGO-Agent
--
An open-source RL agent for Yu-Gi-Oh duels, providing environment simulation, policy training, and strategy optimization.
PyGame Learning Environment
--
PyGame Learning Environment provides a collection of Pygame-based RL environments for training and evaluating AI agents in classic games.
BotPlayers
--
BotPlayers is an open-source framework enabling creation, testing, and deployment of AI game-playing agents with reinforcement learning support.
Gomoku Battle
--
Gomoku Battle is a Python framework enabling developers to build, test, and pit AI agents in Gomoku games.
AI Football Cup in Java JADE Environment
--
A multi-agent football simulation using JADE, where AI agents coordinate to compete in soccer matches autonomously.
F/MS Startup Game
75.7K
F/MS Startup Game13.39%
FemaleSwitch is an AI-powered game that enhances female character experiences.
Pentago Swap AI Agent
--
An AI agent that plays Pentago Swap by evaluating board states and selecting optimal placements using Monte Carlo Tree Search.
Samsung Ballie
902.4M
Samsung Ballie20.69%
Samsung Ballie is a mobile AI assistant that monitors and interacts in your home.
AIpacman
--
AIpacman is a Python framework providing search-based, adversarial, and reinforcement learning agents to master the Pac-Man game.
Skywork.ai
3.8M
Skywork.ai9.01%
Skywork AI is an innovative tool to enhance productivity using AI.