omar-mahfouz/Evolution-of-Deep-Neural-Network-Using-Genetic-ALgorithm-For-Self-Car-Driven omar-mahfouz/Evolution-of-Deep-Neural-Network-Using-Genetic-ALgorithm-For-Self-Car-Driven

  • Stars
    star
    28
  • Rank 882,216 (Top 18 %)
  • Language
    C#
  • Created over 7 years ago
  • Updated over 6 years ago
Twitter logo Share LinkedIn logo Share Facebook logo Share
omar-mahfouz/Evolution-of-Deep-Neural-Network-Using-Genetic-ALgorithm-For-Self-Car-Driven
github

omar-mahfouz

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

A 3d Unity simulation for self car driven by Evolution Deep Neural Network Using Genetic Algorithm to train the neural network weights

More Repositories

1

A-star-3D-Pathfinding-in-Unity

This is an implementation of the a-star algorithm for three-dimensional world pathfinding Using Unity .
C#
10
star
2

AI-FlappyBird

FlappyBird Using Genetic Algorithm and Neural Networks: In this project, we have implemented an AI for the Flappy Bird which makes the computer play the game much more efficient as compared to what a normal human being can do. We have achieved these goals using Genetic Algorithms with an underlying Neural Network Architecture. You can see this project in youtube: https://youtu.be/IWwaMLeiYp4 . Implmentation: 1) Neural Network: we have neural network with five nodes, one for Bird Position and one for Velocity and one for Distance between next pipe and one for Upper pipe height and finally for Lower pipe height. There is one output means perform flap and else do nothing and without any hidden layer. Each node uses the sigmoid function as its activation function. 2) Genetic Algorithm: We sort the individuals of the current generation in decreasing order of their fitness values, then we get top 25% directly to the next generation. Then we do cross-over and add them to next generation. References: https://www.cse.iitb.ac.in/~aviral/reportFlappy.pdf https://medium.com/towards-data-science/neural-network-plays-flappy-bird-e585b1e49d97
C#
7
star