Berkeley

Ilya Kostrikov

Elite
@ikostrikov

pytorch-a2c-ppo-acktr-gail. PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

3.9k

pytorch-a3c. PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

1.3k

jaxrl. JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

756

TensorFlow-VAE-GAN-DRAW. A collection of generative methods implemented with TensorFlow (Deep Convolutional Generative Adversarial Networks (DCGAN), Variational Autoencoder (VAE) and DRAW: A Recurrent Neural Network For Image Generation).

592

pytorch-flows. PyTorch implementations of algorithms for density estimation

588

pytorch-trpo. PyTorch implementation of Trust Region Policy Optimization

448

rlpd. Python

407

implicit_q_learning. Python

330

pytorch-meta-optimizer. A PyTorch implementation of Learning to learn by gradient descent by gradient descent

315

pytorch-ddpg-naf. Implementation of algorithms for continuous control (DDPG and NAF).

313

walk_in_the_park. Python

283

TensorFlow-Pointer-Networks. TensorFlow implementation of Pointer Networks

203

pytorch-rl.

58

jaxrl2. Jupyter Notebook

58

dmcgym. Python

23

linenplus. Flax extensions.

5

cql-results. Python

3

gail-experts.

3

gym. A toolkit for developing and comparing reinforcement learning algorithms.

3

motion_imitation. Code accompanying the paper "Learning Agile Robotic Locomotion Skills by Imitating Animals"

2

mazelab. A customizable framework to create maze and gridworld environments

1

roboverse. A set of environments utilizing pybullet for simulation of robotic manipulation tasks.

1

Implicit-Q-Learning. PyTorch implementation of the implicit Q-learning algorithm (IQL)

1

unitree_sim. MuJoCo models for Unitree Robots

1

Mine_tf2.0. MINE: Mutual Information Neural Estimation in pytorch

1

doodad. Python

1
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