Code Monkey home page Code Monkey logo

ai_datebot's Introduction

Reinforcement Learning-based Bumble Dating Bot with AI Vision and ChatGPT Integration

This repository features a sophisticated Python implementation of a Bumble dating bot, integrating reinforcement learning (RL), computer vision, and natural language processing (NLP) to facilitate interactive experiences on the Bumble dating app.

Features

  • Web Automation: Uses the Selenium library for automating interactions with the Bumble app interface.
  • AI Computer Vision: Implements AI technology to recognize and solve captchas, ensuring seamless navigation.
  • ChatGPT Integration: Leverages OpenAI's ChatGPT to craft contextually relevant responses for natural and fluid conversation.
  • Reinforcement Learning: Utilizes the Q-learning algorithm, with a Q-table to record state-action values, allowing the bot to make informed decisions based on accumulated rewards.

How It Works

  1. Automation with Selenium: Automates Bumble website interactions, including navigation and swiping actions.
  2. Captcha Resolution: Uses computer vision techniques to identify and solve captchas, enabling continuous operation.
  3. Conversation Simulation: Integrates ChatGPT to simulate human-like interactions, enhancing user engagement.
  4. Learning and Decision Making: Applies RL to learn optimal actions (e.g., swipe right or left) to maximize long-term rewards.

Code Organization

The codebase is organized into classes to enhance modularity and clarity. Extensive comments are provided to elucidate the functionality of each module, facilitating easy modification and extension by developers.

Potential Applications

This Bumble dating bot serves as a foundational tool for creating advanced conversational agents in dating apps. It showcases how AI can improve user interactions, from solving captchas with AI vision to engaging in lifelike chats with ChatGPT.

Customization and Exploration

Developers are encouraged to experiment with various RL algorithms, reward structures, and state representations to further enhance the bot's capabilities. This repository provides a robust starting point for developing AI-driven dating bots tailored to deliver personalized and captivating user experiences.

Setup and Execution

Ensure all prerequisites, including necessary API keys and libraries, are in place to effectively deploy and operate this AI-powered Bumble dating bot.

ai_datebot's People

Contributors

axiom19 avatar

Stargazers

Trishika Boyila avatar  avatar henhao avatar

Watchers

Kostas Georgiou avatar  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.