deep-q-learning

Introduction to Making a Simple Game AI with Deep Reinforcement Learning

animation

Minimal and Simple Deep Q Learning Implemenation in Keras and Gym. Under 100 lines of code!

The explanation for the dqn.py code is covered in the blog article https://keon.io/deep-q-learning/

I made minor tweaks to this repository such as load and save functions for convenience.

I also made the memory a deque instead of just a list. This is in order to limit the maximum number of elements in the memory.

The training might be unstable for dqn.py. This problem is mitigated in ddqn.py. I'll cover ddqn in the next article.

Project Name	Stars	Repos Using This	Packages Using This	Most Recent Commit	Total Releases	Latest Release	Open Issues	License	Language
Keras Rl	5,348	51	2	5 months ago	7	June 01, 2018	43	mit	Python
Deep Reinforcement Learning for Keras.
Deep Q Learning	894			3 years ago			12	mit	Python
Minimal Deep Q Learning (DQN & DDQN) implementations in Keras
Deep Rl Keras	485			3 years ago			12		Python
Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)
Keras Flappybird	392			4 years ago			12		Python
Using Keras and Deep Q-Network to Play FlappyBird
Openai_lab	314			5 years ago				mit	Python
An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.
Machine Learning Is All You Need	253			a year ago					Python
🔥🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!
Dqn	194			5 years ago			12	mit	Python
Basic DQN implementation
Dqn	116			5 years ago			8		Python
DQN implementation in Keras + TensorFlow + OpenAI Gym
Openaigym	86			2 years ago			2		Python
Solving OpenAI Gym problems.
Tensorflow Practice	80			3 years ago				mit	Jupyter Notebook
Tutorials of Tensorflow for beginners with popular data sets and projects. Let's have fun to learn Machine Learning with Tensorflow.