Machine learning library, Distributed training, Deep learning, Reinforcement learning, Models, TensorFlow, PyTorch

Using deep reinforcement learning to play Snake game. The used algorithm is PPO for discrete! It has the brilliant performance in the field of discrete action space just like in continuous action space. You just need half an hour to train the snake and then it can be as smart as you.|使用深度强化学习玩蛇游戏。 使用的算法是离散的 PPO！ 它在离散动作空间领域有着与连续动作空间一样的出色表现。

Support retrieving self-assessment scores on Microsoft Forms for HUST students!

OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.

Repository that houses the program used to investigate the control of subsystems in homes based on a DRL model. The program uses the EnergyPlus Python API and Ray's Tune and RLlib libraries.

Deep Reinforcement Learning based Decision-Making in Autonomous Driving Tasks

This repo combines Proximal Policy Optimization (PPO) with a geometric linear velocity control for path-following and collision avoidance in 3D environments. A Variational Autoencoder (VAE) compresses high-dimensional depth image inputs from the drone's depth camera, the sole exteroceptive sensor. Digital Twins (DT) test the sim2real readiness.

Rosnav planner, based on DRL and designed to work with ROS and the whole arena-rosnav infrastructure.

Retrofitting THOR LED Headlight

An elegant PyTorch deep reinforcement learning library.

End to End Solve Fuzzy job shechuling problem

TASTE

Codes and Project for Deep Learning

Not interactive deep reinforcement learning book with no-framework code, copied math, no discussions. Adopted at only -1 university(Shanhe University, SHU). BTW, I like this virtual university, which english abbreviation happens to be the pinyin of one part of my Chinese name(Cai "Shu"qi).

This study explores using RL for CSTR control, assessing effectiveness vs. traditional controllers (PID, MPC). RL learns optimal behavior to maximize rewards, outperforming NMPC with exploration and lower computational load.

Diploma thesis

A benchmark library for DRL-based flow control

DeepRL content website:

深度学习脚手架