Yichen Zhang's repositories
Reinforcement-learning-with-tensorflow
Simple Reinforcement learning tutorials
hybrid-cp-rl-solver
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization
BGADL
Pytorch implementation of the paper Bayesian Generative Active Deep Learning (ICML 2019).
safe_near_optimal_mdp
Safe Reinforcement Learning in Constrained Markov Decision Processes
BCQ
Author's PyTorch implementation of BCQ for continuous and discrete actions
reinforcement-learning-an-introduction
Python Implementation of Reinforcement Learning: An Introduction
DiscriminativeActiveLearning
Code and website for DAL (Discriminative Active Learning) - a new active learning algorithm for neural networks in the batch setting. For the blog:
BatchBALD
Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning.
dril
Disagreement-Regularized Imitation Learning
models
Models and examples built with TensorFlow
modAL
A modular active learning framework for Python
awesome-safety-critical
List of resources about programming practices for writing safety-critical software.
CPSid
Code for Data driven discovery of cyber physical systems
keras-applications
Reference implementations of popular deep learning models.
Deep-Reinforcement-Learning-Algorithms-with-PyTorch
PyTorch implementations of deep reinforcement learning algorithms and environments
keras-rl
Deep Reinforcement Learning for Keras.
cs294-112_hws
My solution to assignments in UC Berkeley CS294-112: Deep Reinforcement Learning
playground
Play with neural networks!
gym
A toolkit for developing and comparing reinforcement learning algorithms.
safe_learning
Safe reinforcement learning with stability guarantees
Relational_DRL
Implementation of Relational Deep Reinforcement Learning
reinforcement-learning
Minimal and Clean Reinforcement Learning Examples
NonlinearID
Nonlinear System Identification (aka Learning Dynamical Systems) with guaranteed stability/contraction
asnets
Source for Action Schema Networks paper (AAAI'18)
libact
Pool-based active learning in Python
lyapunov-learning
Safe learning of regions of attraction in uncertain, nonlinear systems with Gaussian processes