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alpha-zero

AlphaZero implementation for Othello, Connect-Four and Tic-Tac-Toe based on "Mastering the game of Go without human knowledge" and "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm" by DeepMind.

create_bitmap

deep-learning-21-examples

《21个项目玩转深度学习———基于TensorFlow的实践详解》配套代码

deepreinforcementlearning

A replica of the AlphaZero methodology for deep reinforcement learning in Python

drl_binpacking

3D bin packing is a classical and challenging combinatorial optimization problem in logistics and production systems. An effective bin packing algorithm means the reduction of total packing cost and increase in utilization of resources. Because the cost of packing materials, which is mainly determined by their surface area, occupies the most part of packing cost, and in many real business scenarios there is no bin with fixed size, so AI Department of Cainiao proposed a new type of 3D bin packing problem. The objective of this new type of 3D bin packing problem is to pack all items into a bin with minimized surface area. And a DRL method based on the sequence-to-sequence model is proposed to solve the problem. This is the research paper link: https://arxiv.org/abs/1708.05930. Source code of this method can be found in the project.

face_classification

Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV.

handdetectioncv

handdetector

Hand and Fingertip Detecot with OpenCV

keras-rl

Deep Reinforcement Learning for Keras.

keras-yolo3

A Keras implementation of YOLOv3 (Tensorflow backend)

neural_image_captioning

Neural image captioning (NIC) implementation with Keras 2.

opencv

Open Source Computer Vision Library

reinforcement-learning-an-introduction

Python Implementation of Reinforcement Learning: An Introduction

reinforcement_learning-101-demo

A self-contained laboratory session, of a Reinforcement Learning model (A3C) playing Atari Space Invaders.

reinforcementlearning-atarigame

Pytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games

rl-solitaire

Solving the game of peg solitaire with a Reinforcement Learning Algorithm.

ssd_keras

A Keras port of Single Shot MultiBox Detector

tensorflow-tutorials

TensorFlow Tutorials with YouTube Videos