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dqn_self_driving_car's Introduction

Python Car Game

This is a simple car game implemented in Python using the Pygame library.

Prerequisites

  • Python 3
  • Pygame library

Getting Started

  1. Clone the repository:

    git clone https://github.com/your-username/car-game.git
  2. Navigate to the project directory:

    cd dir
  3. Run the game:

    python main.py

Usage

  • Use the 'W' key to accelerate forward and the 'S' key to decelerate.
  • Use the 'A' and 'D' keys to steer left and right respectively.
  • Avoid collisions with the border and obstacles.

To-Do List

  • Implement a Deep Q Network (DQN) to enable autonomous driving. This involves:
    • Researching and understanding the principles of reinforcement learning.
    • Designing and training a neural network model using DQN.
    • Integrating the trained model into the game environment to enable autonomous driving.
    • Tuning hyperparameters and optimizing the model's performance.
  • Enhance the user interface and game features:
    • Add a main menu screen with options for starting the game, accessing settings, and exiting.
    • Implement customizable settings such as sound effects volume, screen resolution, and key bindings.
    • Introduce additional gameplay elements such as power-ups, different car models, and dynamic obstacles.
  • Improve collision detection and physics simulation:
    • Refine collision detection algorithms to accurately detect collisions between the car and obstacles.
    • Enhance the physics simulation to provide more realistic movement and interactions between objects.
    • Implement advanced features such as vehicle damage, tire traction, and environmental effects (e.g., rain, snow).
  • Optimize performance and compatibility:
    • Profile the game code to identify bottlenecks and optimize performance.
    • Ensure compatibility with different operating systems and hardware configurations.
    • Address any memory leaks, performance issues, or compatibility issues encountered during testing.
  • Expand documentation and community engagement:
    • Provide comprehensive documentation for developers, including setup instructions, usage guidelines, and code documentation.
    • Foster community engagement by encouraging contributions, addressing issues, and incorporating feedback from users.
    • Create tutorials, walkthroughs, and educational resources to help newcomers learn about game development and Pygame.

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