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Guoqing Liu's Projects

ars icon ars

An implementation of the Augmented Random Search algorithm

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

bcq icon bcq

PyTorch implementation of BCQ for "Off-Policy Deep Reinforcement Learning without Exploration"

bgail icon bgail

Bayesian Approach to Generative Adversarial Imitation Learning

curl icon curl

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

ddpg icon ddpg

Distributed Tensorflow Implementation of Continuous control with deep reinforcement learning (DDPG)

dqfd icon dqfd

An implement of DQfD(Deep Q-learning from Demonstrations) raised by DeepMind:Learning from Demonstrations for Real World Reinforcement Learning

evolution-strategies icon evolution-strategies

Distributed Tensorflow Implementation of Evolution Strategies as a Scalable Alternative to Reinforcement Learning (ES)

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

imitation icon imitation

Code for the paper "Generative Adversarial Imitation Learning"

kv-plm icon kv-plm

Source code for "A Deep-learning System Bridging Molecule Structure and Biomedical Text with Comprehension Comparable to Human Professionals"

maro icon maro

Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.

molgym icon molgym

Reinforcement Learning for Molecular Design Guided by Quantum Mechanics

multiverso icon multiverso

Parameter server framework for distributed machine learning

pofd icon pofd

Reimplementation of Policy Optimization with Demonstrations (POfD) from ICML 2018.

pytorch-rl icon pytorch-rl

Pytorch implementation of popular deep reinforcement learning algorithms towards SOA performance.

retro_star icon retro_star

Retro*: Learning Retrosynthetic Planning with Neural Guided A* Search

rl-baselines-zoo icon rl-baselines-zoo

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.

sparse-gym-mujoco icon sparse-gym-mujoco

sparse-gym-mujoco: an implementation of sparse mujoco environment in the OpenAI Gym.

stereo-rcnn icon stereo-rcnn

Code for 'Stereo R-CNN based 3D Object Detection for Autonomous Driving' (CVPR 2019)

sync icon sync

Sparse Feature Extraction for Noisy Financial Data

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