xiaochus/Deep-Reinforcement-Learning-Practice

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Created about 6 years ago
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xiaochus/Deep-Reinforcement-Learning-Practice

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Practice of Deep Reinforcement Learning with Keras and gym.

Deep-Reinforcement-Learning-Practice

Practice of Deep Reinforcement Learning with Keras and gym.

Continuous updating...

Algorithm

#	Name	Paper
1	DQN	Playing Atari with Deep Reinforcement Learning
2	Nature DQN	Human-level control through deep reinforcement learning
3	Double DQN	Deep Reinforcement Learning with Double Q-learning
4	Dueling DQN	Dueling Network Architectures for Deep Reinforcement Learning
5	Actor-Critic	Actor-Critic Algorithms
6	Policy Network	Policy gradient methods for reinforcement learning with function approximation
7	DDPG	Continuous Control with Deep Reinforcement Learning
8	PPO_TF	Proximal Policy Optimization Algorithms
9	A3C	Asynchronous Methods for Deep Reinforcement Learning

YOLOv3

Keras implementation of yolo v3 object detection.

TrafficFlowPrediction

Traffic Flow Prediction with Neural Networks(SAEs、LSTM、GRU).

MobileNetV2

A Keras implementation of MobileNetV2.

MobileNetV3

A Keras implementation of MobileNetV3.

Vehicle_Tracking

OpenCV 3 & Keras implementation of vehicle tracking with video data.

VisualizationCNN

Visualization CNN model by Keras.

MSCNN

A Python 3 and Keras 2 implementation of MSCNN for people counting.

GeneticClassSchedule

Class Schedule with Genetic Algorithm.

FaceRecognition

OpenCV 3 & Keras implementation of face recognition for specific people.

DeepModelDeploy

Deploy deep learning model on difference hardware and framework. (TensorRT/ONNX/MNN/RKNN)

AlphaZeroGomoku

Pygame and Keras implementation of Gomoku game with simple AlphaGo Zero.