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FlappyBirds

FlappyBirds

Simulate neuroevolution to train flappy birds

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What is FlappyBirds ?

FlappyBirds is an AI-powered game that leverages neuroevolution to train flappy birds to navigate through obstacles. It combines gameplay and artificial intelligence to create an engaging experience where birds evolve and adapt to challenges.

Features

• AI Training: Uses neuroevolution to train AI agents to play the game.
• Real-Time Simulation: Watch birds learn and adapt in real-time as they evolve.
• Customizable Difficulty: Adjust obstacle patterns and speeds to challenge the AI.
• Evolution Tracking: Monitor generations of birds as they improve their performance.
• User Interaction: Manually control birds or let the AI take over.

How to use FlappyBirds ?

  1. Launch the Application: Start FlappyBirds on your device or browser.
  2. Initialize Simulation: Click "Start" to begin the neuroevolution process.
  3. Observe Learning: Watch as the AI trains generations of birds to navigate the course.
  4. Adjust Difficulty: Modify obstacle patterns or speeds to increase challenge.
  5. Interact Manually: Take control of a bird to test its performance or practice.

Frequently Asked Questions

What is neuroevolution?
Neuroevolution is a process where AI agents, like the flappy birds, evolve through generations using principles inspired by natural selection. The AI learns by trial and error, with successful behaviors being reinforced over time.

Can I customize the game?
Yes! FlappyBirds allows you to customize difficulty levels, including obstacle placement and movement speeds, to challenge the AI further.

How does the AI decide how to play?
The AI uses a neural network to process inputs (e.g., bird position, obstacle locations) and decide actions (e.g., jump or stay). Over time, through generations, the AI improves its decision-making to avoid obstacles more effectively.

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