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Yawen Duan's Projects

dm_control icon dm_control

DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

dmc2gym icon dmc2gym

OpenAI Gym wrapper for the DeepMind Control Suite

dqn_family_pytorch icon dqn_family_pytorch

This is a repository of DQN and its variants implementation in PyTorch based on the original papar.

flow icon flow

Computational framework for reinforcement learning in traffic control

hh-rlhf icon hh-rlhf

Human preference data for "Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback"

katago icon katago

GTP engine and self-play learning in Go

key-paper-summary-in-drl icon key-paper-summary-in-drl

This repository contains the summaries of around 100 key papers on deep reinforcement learning listed in on OpenAI Spinning Up.

minigrid icon minigrid

Simple and easily configurable grid world environments for reinforcement learning

mlmi icon mlmi

MPhil Machine Learning and Machine Intelligence @ University of Cambridge

mphil-intro-module icon mphil-intro-module

Jupyter notebooks on inference, regression and classification for MPhil students

openai_deeprl_spinning_up icon openai_deeprl_spinning_up

This is a repository of study materials, implementation codes and notes on OpenAI Spinning Up in Deep Reinforcement Learning.

tensorflow-core icon tensorflow-core

This is the learning notes and mini projects by TensorFlow learning based on "TensorFlow 1.x Deep Learning Cookbook" by Antonio Gulli & Amita Kapoor.

transnasbench icon transnasbench

This repository contains the publishable code for CVPR 2021 paper TransNAS-Bench-101: Improving Transferrability and Generalizability of Cross-Task Neural Architecture Search.

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