Popular GitHub Repositories for Robond Deeprl

Modularized Implementation of Deep RL Algorithms in PyTorch

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

Attempting to replicate "A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem" https://arxiv.org/abs/1706.10059 (and an openai gym environment)

DeepRL algorithms implementation easy for understanding and reading with Pytorch and Tensorflow 2(DQN, REINFORCE, VPG, A2C, TRPO, PPO, DDPG, TD3, SAC)

homework answer for UCB cs285 deepRL

OpenAI LunarLander-v2 DeepRL-based solutions (DQN, DuelingDQN, D3QN)

OpenAI MountainCar-v0 DeepRL-based solutions (DQN, DuelingDQN, D3QN)

Researching new methods to leverage DeepRL for Coverage and Path Planning

Implementation of Continuous Control RL Algorithms

A Deep Reinforcement Learning (DeepRL) package for RL algorithm developers.

Deep Reinforcement Learning with LTL goals.

Deep Reinforcement Learning applied to the control of a 3 DOF robot arm using OpenAI Gym and Gazebo. Done as part of the Udacity Robotics Nanodegree.

:robot: Dota 2 Lasthit simulator with PPO DeepRL Agent

Comprehensive Deep RL Implementations

DeepRL content website:

This is a Deep Reinforcement Learning solution for the Lunar Lander problem in OpenAI Gym using dueling network architecture and the double DQN algorithm.

2022 Spring Semester, Personal Project Research