This repository provides clean, single-file implementations of various deep reinforcement learning algorithms using TensorFlow2. It includes algorithms like DQN, Double DQN, Dueling DQN, DRQN, A2C, A3C, PPO, TRPO, DDPG, TD3, and SAC. Each algorithm is contained in a single Python script for easy study and understanding, making it suitable for students and researchers learning deep RL.