Giter Club home page Giter Club logo

pacman-project's Introduction

Pacman-Project

An AI solution for the pacman agent to find paths through his maze world, both to reach a particular location and to collect food efficiently. The project consisited of two phases :

  1. Search Phase - This phase consists of searching in the maze and doesn't involve ghosts etc. Wrote python codes for searching the maze using Depth-first-search, Breadth-First-search algorithms. Compared their preformance in terms of search time and number of nodes expanded against the uniform cost search algorithm. Then implemented the A* algorithm with manhattan heuristic to effeciently search the maze by cutting down the number of states. Also, explored the corners problem and eating the dots problem. My code was able to search less than 9000 nodes in 15 s and recieved 90% score on the AI UC-Berkley challenge.
  2. Multi-agents phase - To be updated...

****** The GUI for the code as well as some runtime features were adopted from the UC Berkley Open Course Ware for Artificial Intelligence (CS 188) *******

pacman-project's People

Contributors

ani94 avatar

Watchers

James Cloos avatar LayHe avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.