Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

✭ 713

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Rex Gym

OpenAI Gym environments for an open-source quadruped robot (SpotMicro)

✭ 684

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Rlseq2seq

Deep Reinforcement Learning For Sequence to Sequence Models

✭ 683

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Highway Env

A minimalist environment for decision-making in autonomous driving

✭ 674

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Gibsonenv

Gibson Environments: Real-World Perception for Embodied Agents

✭ 666

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Pytorch Rl

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

✭ 658

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Dl Nlp Readings

My Reading Lists of Deep Learning and Natural Language Processing

✭ 656

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Super Mario Bros Ppo Pytorch

Proximal Policy Optimization (PPO) algorithm for Super Mario Bros

✭ 649

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Neuraldialogpapers

Summary of deep learning models for dialog systems (Tiancheng Zhao LTI, CMU)

✭ 641

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Hands On Reinforcement Learning With Python

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

✭ 640

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Gym Anytrading

The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)

✭ 627

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Deepdrive

Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

✭ 628

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David Silver Reinforcement Learning

Notes for the Reinforcement Learning course by David Silver along with implementation of various algorithms.

✭ 623

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Flow

Computational framework for reinforcement learning in traffic control

✭ 622

python reinforcement-learning benchmark

Chinesechess Alphazero

Implement AlphaZero/AlphaGo Zero methods on Chinese chess.

✭ 616

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Amazon Sagemaker Examples

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

✭ 6,346

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Exposure

Learning infinite-resolution image processing with GAN and RL from unpaired image datasets, using a differentiable photo editing model.

✭ 605

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Reversi Alpha Zero

Reversi reinforcement learning by AlphaGo Zero methods.

✭ 598

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Habitat Lab

A modular high-level library to train embodied AI agents across a variety of tasks, environments, and simulators.

✭ 587

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Elegantrl

Lightweight, efficient and stable implementations of deep reinforcement learning algorithms using PyTorch.

✭ 575

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Fast abs rl

Code for ACL 2018 paper: "Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting. Chen and Bansal"

✭ 569

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Async deep reinforce

Asynchronous Methods for Deep Reinforcement Learning

✭ 565

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Keras Rl

Deep Reinforcement Learning for Keras.

✭ 5,166

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Tensorflow Value Iteration Networks

TensorFlow implementation of the Value Iteration Networks (NIPS '16) paper

✭ 549

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Animalai Olympics

Code repository for the Animal AI Olympics competition

✭ 544

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Leakgan

The codes of paper "Long Text Generation via Adversarial Training with Leaked Information" on AAAI 2018. Text generation using GAN and Hierarchical Reinforcement Learning.

✭ 533

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Gps

Guided Policy Search

✭ 529

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Phd Bibliography

References on Optimal Control, Reinforcement Learning and Motion Planning

✭ 523

reinforcement-learning motion-planning bibliography

Inverse Reinforcement Learning

Implementations of selected inverse reinforcement learning algorithms.