Deep Reinforcement Learning for Flappy Bird

See our video demo on YouTube Video Demo

Want to train a Flappy Bird?

Deep Q Learning algorithm is originally described in Playing Atari with Deep Reinforcement Learning, a paper from NIPS 2013 Deep Learning Workshop from DeepMind.

In this repository, instead of Atari games, we try to play with Flappy Bird. We use an open source JavaScript library ConvNetJS to train Deep Learning Models.

Our implementation follows Deep Q Learning Demo

Our goal is to train a deep neural network with q-learning technique to learn control policy from inputs generated by the game. Over time, the flappy bird learns to flap or not at a point to avoid as many pipes as possible.

ScreenShot

Project Name	Stars	Most Recent Commit	Open Issues	License	Language
Drl Flappybird	536	3 years ago	5		Python
Playing Flappy Bird Using Deep Reinforcement Learning (Based on Deep Q Learning DQN using Tensorflow)
Reinforcement Learning Algorithms	407	2 years ago	4		Python
This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)
Flappy Bird Deep Q Learning Pytorch	407	2 years ago	4	mit	Python
Deep Q-learning for playing flappy bird game
Deeplearningforfun	335	9 months ago		mit	Scala
Implementation of some interesting ideas of deeplearning.
Flappybirdlearning	44	7 years ago			JavaScript
Use deep learning to auto play flappy bird
Flappybird Es	31	6 years ago	1		Python
An AI agent Learning to play Flappy Bird using Evolution Strategies and deep learning models.
Playing Custom Games Using Deep Learning	22	5 years ago			Python
Implementation of Google's paper on playing atari games using deep learning in python.
Neuroevolution Flappy Bird	15	5 years ago		mit	Jupyter Notebook
A comparison between humans, neuroevolution and multilayer perceptrons playing Flapy Bird implemented in Python
Deep Q Learning Flappy Bird	6	7 years ago		mit	JavaScript

Flappybird Nueralnetwork	4	6 years ago			Python
Using Deep Q Network to play Flappy Bird

Deep Q Learning Flappy Bird

Deep Reinforcement Learning for Flappy Bird