This repository implements state-of-the-art deep reinforcement learning algorithms in PyTorch, including DQN with Double Q-learning, DDPG, PPO, and Hindsight Experience Replay (HER). It integrates with OpenAI Gym and MuJoCo for simulation environments, supporting both CPU and GPU training. The library provides implementations for continuous action spaces and includes prioritized experience replay for sample-efficient learning.