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Rosemary Ke's Projects

nninit icon nninit

Weight initialization schemes for PyTorch nn.Modules

noreward-rl icon noreward-rl

[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

omniglot icon omniglot

Omniglot data set for one-shot learning

opennmt-py icon opennmt-py

Open-Source Neural Machine Translation in PyTorch http://opennmt.net/

opentriviaqa icon opentriviaqa

A creative commons dataset of trivia questions and answers

pytorch-a2c-ppo icon pytorch-a2c-ppo

A recurrent, multi-process and readable PyTorch implementation of the deep reinforcement algorithms A2C and PPO

pytorch-a2c-ppo-acktr icon pytorch-a2c-ppo-acktr

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO) and Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR).

pytorch-a3c icon pytorch-a3c

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

pytorch-maml icon pytorch-maml

PyTorch implementation of MAML: https://arxiv.org/abs/1703.03400

pytorch-noreward-rl icon pytorch-noreward-rl

pytorch implementation of Curiosity-driven Exploration by Self-supervised Prediction

pytorch-rl icon 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.

pytorch-trpo icon pytorch-trpo

PyTorch implementation of Trust Region Policy Optimization

pytorch-unet icon pytorch-unet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

pytorchrl icon pytorchrl

Deep Reinforcement Learning algorithms implemented in PyTorch

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

reinforcement_learning_algorithms icon reinforcement_learning_algorithms

This Repository Contains Most of Classic Deep Reinforcement Learning Algorithms, including - DQN, DDPG, A3C, PPO, TRPO. (More algorithms are still in progress)

rl-tasks icon rl-tasks

Solutions to various tasks using reinforcement learning and optimal control (trajectory optimization)

rlkit icon rlkit

Collection of reinforcement learning algorithms

rllab icon rllab

rllab is a framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym.

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