This repository provides implementations of various reinforcement learning algorithms designed for continuous control tasks in the MuJoCo physics simulation environment. It includes algorithms such as TRPO and PPO for policy optimization. The package uses PyTorch as the underlying deep learning framework and gym for the environment interface. The algorithms are applied to robotics tasks including dexterous manipulation, addressing generalization and simplicity in continuous control.