2048 ai python. Based on the popular game 2048 by Gabriele Cirulli. Oct 28, 2024 · A Python script that creates and plays the classic "2048" game by itself for a maximum high score during 20 rounds (max 1000 moves each). A few weeks ago, I wrote a Python implementation of 2048. Heuristics used include bonuses for empty squares and bonuses for placing large values near edges and corners. Contribute to ZhengKeli/AI2048 development by creating an account on GitHub. 1~2 compliant (at least) Python 3. A complete implementation of the '2048' game in python. Slide and merge numbered tiles on a 4x4 grid to create a tile with the value 2048. AI based on Monte Carlo simulations. Use supervised learning (imitation learning) and tree searching approaches to solve the game of 2048. . An AI for playing game 2048. g. You will … Recently wrote this 2048 AI, works similar to a few online AI's, however, supports multi processing and etc. Sep 14, 2016 · The search is bounded by a depth, at which the AI evaluates the score of the state (the leaf node) using some heuristic. python web-application jquery-ajax alpha-beta-pruning 2048-game 2048-ai fastapi 2048 AI bot written in python. 2048game-AI. Created in Python with Random Strategy for AI and basic Statistics - jzenzinger/2048-solver AI Plays 2048 Yun Nie (yunn), Wenqi Hou (wenqihou), Yicheng An (yicheng) Abstract—The strategy game 2048 gained great popularity quickly. We will discuss the basics of General Matrix Multiplications (GEMMs), show an example of tuning a single GEMM, and finally, demonstrate real-world performance gains on an LLM (gemma) using TunableOp. 2048-python This is my 2048 puzzle AI module written in python for an office fun event. Jupiter uses a machine learning method called the Monte Carlo Tree Search (MCTS) algorithm. Implementation of deep Q-network (reinforcement learning with deep neural networks and convolutional neural networks) to play the game 2048 using Keras, Keras-RL and OpenAI Gym. cpp, and Expectimax. Contribute to CkBcDD/Python-2048-AI development by creating an account on GitHub. The time limit of every move is 0. Utilizes pyautogui to read information on the user's screen which in turn populates the graph held for the algorithm. cpp, Minimax. Contribute to Zager-Zhang/2048-AI-Python development by creating an account on GitHub. Python 2048 Game - Develop 2048 game in python. You can play it in the terminal, or watch an AI play it. Instead, new tiles are inserted randomly. Uses NumPy, openpyxl, pandas. Command line and pygame interface. By using Oct 10, 2018 · Table of contents for this article: Introduction to the AI topic The description and analysis of the 2048 game First steps of writing a bot e. The original project (as well as this one) was created with the goal of implementing algorithms to achieve as high of a score as possible in the game 2048. Contribute to igalk/2048-AI-python development by creating an account on GitHub. 这是一个基于深度强化学习的2048游戏AI项目。 项目使用DQN(深度Q网络)和Rainbow DQN两种算法来训练AI代理,使其能够自主学习并玩2048游戏。 A 2048-game AI in Python. Read more about the algorithm on the StackOverflow answer. 4 HOW TO PLAY: keyboard UP, DOWN, LEFT, RIGHT, escape to quit increase your score shifting tiles with same number. Develop a solid foundation for building engaging games. Apr 4, 2016 · 实现一个2048游戏基于 Minimax 算法的 AI。 基础算法 - minimax Minimax算法是解决两人对弈模型游戏的通用解决方案。2048游戏本质上也是一个两人对弈游戏——移动棋子的玩家和放置新棋子的电脑。 先来介绍一下minimax算法。minimax算法核心相当简单,仅有如下两条规则: 玩家每一步均选择使自己分数最大 Tool assisted superplay of 2048 game using Expectimax algorithm in Python. the value of resulting tile is multiplied *2. The game engine implements all the behaviour needed to play the game 2048, such as shifting and merging tiles, inserting random new tiles, and calculating the score. cpp contains several heuristic metrics/functions to evaluate game state quality, and algorithm implementations are split between MonteCarlo. io/ba4zymLearn Programming: https://datacamp. We'll be using Monte Carlo tree search to build an AI to win 2048. cpp. Contribute to 0xhtml/2048-AI development by creating an account on GitHub. Sep 13, 2020 · Today I'm proud to release my online 2048 AI, Jupiter. Learn how to build an AI using tree search to dominate the game 2048. Play using simple text commands or enhance the project with a Contribute to memoodm/AI-Game-2048-MinMax development by creating an account on GitHub. 7. py in the command line to run the program. The code uses expectimax search to evaluate each move, and chooses th Apr 4, 2025 · In this article we will look python code and logic to design a 2048 game you have played very often in your smartphone. pxf. We would like to show you a description here but the site won’t allow us. (If you dont have PyPy installed, you can run the program with python 2048. Pygame Tutorial - Creating 2048 in Python The Italian Makers 32. Train a neural network to play 2048. cpp contains the code for the game logic, Heuristics. Chapters:more Mar 2, 2024 · Learn the strategies behind cracking the 2048 game using Python's Expectiminimax algorithm. org for supporting this channel check them out at https://www. - MayurKishorKumar/2048-AI Simple implementation of 2048 in python. It is now readonly. The AI uses expectimax search to find the best move for the current board. If you are not familiar with the game, it is highly recommended to first play the game so that you can understand the basic functioning of it. Created by Gabriele Cirulli. Author: Aleksi Bovellan 2048 AI求解器是一个使用人工智能技术自动玩2048游戏的项目。 该项目的核心是一个高效的启发式算法,它可以评估棋盘上的每一步走法,并选择最优策略来获得最高分。 Sep 27, 2015 · 2048 Python game and AI 27 Sep 2015 2048 is a great game, and it’s pretty easy to write a desktop clone. Contribute to Chr0nixz/2048-ai-python development by creating an account on GitHub. Requires sys, os numpy, copy, random, tkinter, and PIL modules. It then choose the vaild action with highest score as it's move. Several AI algorithms also exist to play the game automatically, and I recently wondered how difficult it would be to develop something similar. Use ExpectiMax and Deep Reinforcement Learning to play 2048 with Python - cczhong11/2048-ai Apr 7, 2021 · Both have their advantages and disadvantages and in the application of a real AI, the Monte Carlo method would be the only viable option because the Highest Score has a cheaty nature in that it An implementation of the game 2048 in python and an AI algorithm to solve it. Join the tiles and reach 2048! Experience this popular and addictive puzzle game in its original version, available to play completely free and loved by millions. How to install: Drag this button to your bookmark bar and click it while in any game window. In the game 2048, you have a 4x4 grid in that some random so named tiles spawn. It's an AI written for the game. Each tile has a number. Follow our step-by-step tutorial to build a graphical version. Contribute to absop/Py2048AI development by creating an account on GitHub. Get ready for the ultimate gaming showdown! Join us as we take on the classic 2048 game, going head-to-head against a powerful AI large language model opponent. Mar 17, 2016 · Download 2048 Python , AI , 1 or 2 players for free. To learn programming and Python - Check out Datacamp!Learn Python: https://datacamp. It reaches the 65536 tile 3% of the time, without undos. py at main · techwithtim/2048-In-Python 人工智能程序设计课程期末大作业. py, but it's not reccomended) Set the number of runs per move by pressing 1 on your keyboard, or press 2 to use dynamic mode. Usage Use the command pypy 2048. All of these are Nov 9, 2024 · 为此,利用人工智能(AI)技术来实现2048游戏的智能解题成为了一个热门研究方向。 本文将详细介绍如何使用Python实现2048游戏的AI智能解题算法,并通过实践展示其效果。 Sep 9, 2018 · I am working on an 2048 AI game, and this is my code so far. Python版本2048AIzekdot / 2048_AI_python Code Issues 0 Pull Requests 0 Wiki Insights Pipelines Service Create your Gitee Account Mar 12, 2014 · The AI implements minimax using alpha-beta pruning. Contribute to jonghyuk0605/2048-ai-python development by creating an account on GitHub. - jasmiana/2048-by-jasmiana A 2048 game with AI empowered. py 2048, a well know 2048 clone board game . This program mainly designs the player mode and AI mode of Python 2048. About 2048AI-Mastermind 是一个2048游戏解决方案,通过分析当前2048游戏状态,推荐出最佳的下一步移动方向。 2048AI-Mastermind is a solution for the 2048 game, recommending the best next move direction by analyzing the current state of the game. Minimax assumes that the game/computer which the AI is playing against is playing adversarially - i. A python implementation of the 2048 game with a Monte Carlo Tree Search algorithm. I've released an article detailing the algorithm and implementation used in Jupiter: Using the Monte Carlo Tree Search (MCTS) Algorithm in an AI to Beat 2048 (and other games). Understand the rules, implement the Monte Carlo approach, play the first move, evaluate outcomes, and test the AI's performance. Game. Contribute to yuanx749/2048-ai-tk development by creating an account on GitHub. 10% for a 4 and 90% for a 2). that the computer will insert the new tile that's the worst possible tile for the player/AI to receive. As a result, minimax probably isn't the best A Python recreation of the popular 2048 puzzle game. brilliant. The game's objective is to slide numbered tiles on a grid to combine them to create a tile with the number 2048. Contribute to fqjin/2048NN development by creating an account on GitHub. Now I will try and explain the approach using a python code as it is easy to digest python selenium coupon 2048-ai 2048-solver astrill-vpn Updated on Oct 9, 2023 Python The 9-layer fully connected neural network AI takes the grid as input and output a score for each of the four actions. The lowest number is 2. Optimising the 2048 Game Engine The goal of this project was to produce a highly optimised engine for the game 2048. 1 seconds. A complete implementation of the popular 2048 puzzle game built with Python and Tkinter - kevshakes/2048-python-game Watch the AI join the numbers and get to the 2048 tile! Jun 22, 2016 · A python implementation of the 2048 game with an accompanying AI player 2048 Python ⚠️ NOTE ⚠️: We won't be accepting any contributions/changes to the project anymore. io/3e6xOyIn this Pyt Explore an AI solver for the 2048 game, showcasing algorithms and strategies to optimize moves and achieve high scores. Aug 20, 2024 · 2048- AI 开源项目教程 项目介绍 2048-AI 是一个基于 2048 游戏的 AI 实现仓库,由 xwjdsh 创建并维护。它专注于通过不同的算法策略(如贪心算法、随机算法、深度学习等)来自动玩转经典的2048游戏。这个项目不仅适合对游戏AI感兴趣的开发者,也适用于想要了解AI在简单游戏中的应用的学习者。 项目 This is web application with python backend and (js)jquery and bootstrap frontend. The AI simply performs maximization over all possible moves, followed by expectation over all possible tile spawns (weighted by the probability of the tiles, i. Based on 1024 by Veewo Studio and conceptually similar to Threes by Asher Vollmer. 2048 AI This AI has been tested on many 2048 variants such as: The original game Fibonacci variant GCD variant 20 Euros and even the Hexagonal variant! 人工智能程序设计课程期末大作业. Jupiter (formerly known as Jacob) started as a small AI project in Created a python script that uses two different algorithms (random and search algorithm) to play 2048. Contribute to greyfertich/2048-bot development by creating an account on GitHub. A Python AI program to play 2048 Game using minimax searching and alpha-beta pruning - hg2412/2048-AI I created an AI to play the game 2048, his name is ThomasHuge thanks to Brilliant. The process of building Oct 9, 2023 · python selenium coupon 2048-ai 2048-solver astrill-vpn Updated on Oct 9, 2023 Python Source code Model downloaded. Full code and where we’re going By the end of this blog you’ll have developed an algorithm to play a desktop clone of the game programatically. 5k次,点赞8次,收藏48次。本文详细介绍了如何使用Python构建2048游戏,包括底层逻辑的实现、GUI界面设计,以及通过Minimax算法实现AI智能挑战,探讨了游戏策略和AI优化技巧。 Cracking 2048 in Python with Expectiminimax Michael Schrandt 113 subscribers Subscribed A 2048 Bot written in Python using an adversarial search algorithm. Learn how to create a simple 2048 game using Python and the Tkinter library for the graphical user interface. org reinforcement-learning deep-reinforcement-learning 2048 deep-q-learning 2048-game 2048-ai Updated on Mar 24, 2023 Python Learn how to create a simple 2048 game using Python and Tkinter. 这是一个基于Python和Selenium的2048游戏AI程序,通过模拟浏览器操作实现自动玩游戏。 下面我们一起构建游戏环境、设计AI算法,并最终见证AI如何以惊人的策略和速度,突破2048! Jul 2, 2025 · This article will guide you through the process of building a fully-functional 2048 game in Python, exploring advanced concepts and providing insights that go beyond basic implementation. A strong AI for the popular 2048 game. Jul 3, 2024 · In this blog, we will show how to leverage PyTorch TunableOp to accelerate models using ROCm on AMD GPUs. enjoy the neural network AI!0 2048game-AI. A python implementation of the 2048 game with an accompanying AI player - mickstar/2048-ai-python 2048 General AI Solver This is a general AI solver for the original 2048 game and many of its clones. playing around with it, seems to me that a greedy algorithm that maximizes available play space would work fairly well, but probably not ever solve the puzzle (4x4 to 2048) - this leads me to think it would be a really fun problem, how to choose a set of arrow choices for a board layout that would reliably solve the game. x and pygame1. techwithtim / 2048-In-Python Public Notifications You must be signed in to change notification settings Fork 14 Star 49 When two tiles with the same number touch, they merge into one! Note: This site is not the official version of 2048. If Nov 5, 2018 · 2048 - Solving 2048 with AI 🤖 Leveraging Monte-Carlo (MC) Move Evaluation In today’s article, I am going to show you how to solve the famous 2048 game with Artificial Intelligence. Mar 12, 2014 · 1385 I developed a 2048 AI using expectimax optimization, instead of the minimax search used by @ovolve's algorithm. flateon / 2048-AI Public Notifications You must be signed in to change notification settings Fork 0 Star 2 Jun 9, 2022 · Playing 2048 with Deep Q-Learning (With Pytorch implementation) Reinforcement learning is a machine learning method where the model learns to maximise the reward received through interacting with 人工智能程序设计课程期末大作业. 4K subscribers Subscribed reinforcement-learning deep-reinforcement-learning 2048 deep-q-learning 2048-game 2048-ai Updated on Mar 24, 2023 Python May 30, 2025 · 🎮 Building the 2048 Game in Python — Logic, Algorithms & Implementation Guide 2048 is a simple yet wildly addictive puzzle game that challenges your strategic thinking. A autoable 2048 game writted in Python. The AI mode mainly uses the Alpha-Beta pruning algorithm to implement the 2048 game, bringing users a different gaming experience. EE369-2048-AI For SJTU EE369 final project. I An AI-driven Python application that autonomously plays the 2048 game, optimized to achieve high scores through strategic algorithms. May 14, 2022 · 文章浏览阅读6. Model the game, build a Pygame component, integrate the AI algorithm, and optimize gameplay for victory. Although it is easy to play, people cannot win the game easily, as they do not usually take as many as future possibilities into account. 9. We will develop this using python and tkinter. 2048 is a simple mathematics puzzle game. - medakk/2048-ai 2048 AI in Python with GUI. 2048 is a popular puzzle game where you slide numbered tiles on a grid to In this tutorial I show you how to make the classic number combination game 2048, where you earn points and advance in the game by combining same numbered ti reinforcement-learning deep-reinforcement-learning 2048 deep-q-learning 2048-game 2048-ai Updated Mar 25, 2023 Python vap0r01 / RollercoinBot Star 27 Code Issues Pull requests Game 2048 with manually or automatically solving AI. Since then, I've been working on a simple AI to play the game for me. Apr 21, 2024 · Let’s create a step-by-step guide for building the classic 2048 game in Python. Jun 12, 2025 · 人工智能程序设计课程期末大作业. We will first code 2048 with Python. This uses expectimax optimization, along with a highly-efficient bitboard representation to search upwards of 10 million moves per second on recent hardware. Here is a Python version that uses TKinter! To start the This is a follow-up video to our first tutorial on building 2048. 2048-python This is my 2048 puzzle AI module written in python for an office fun event. Written in Python 2. Enhance your coding experience with Kite AI Autocomplete. implementation of data import and keyboard input Python 2048 Python 2048 is based on Alpha Beta pruning MiniMax. A 2048 Bot written in Python using an adversarial search algorithm. Uses screen grabbing to determine the game state and a basic tree search to calculate moves. Self-developed classic "2048" mini-game using Python. e. Developed originally Jul 25, 2025 · 本文深入解析了2048游戏AI算法,包括Minimax算法、Alpha-beta剪枝以及启发式评估函数的设计。文章详细介绍了这些算法在游戏中的应用,并分析了AI的具体实现细节。 Learn how to code the 2048 game in Python with Pygame! - 2048-In-Python/main. Dec 3, 2022 · 2048 Game AI solver made with Python, and GUI with PyGame. AI for the 2048 game. But that's not actually what the game is doing. g8pn rzybe nna e5xqj ic zpjiq awai5 catgb 91cqra yblq