liaoxianglai Goto Github PK

angler

Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices

baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

geatpy

Evolutionary algorithm toolbox and framework with high performance for Python

glonet

Global optimization based on generative neural networks

gym

A toolkit for developing and comparing reinforcement learning algorithms.

hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python

inverse_design

liaoxianglai.github.io

metalab

Learn and design nanophotonic structures, surface plasmon devices... Using powerful machine learning algorithms(CNN, GBRT, differentiable forest...)

multi-task-learning-pytorch

PyTorch implementation of multi-task learning architectures, incl. MTI-Net (ECCV2020).

picture

Include some figs

ppo-for-beginners

A simple and well styled PPO implementation. Based on my Medium series: https://medium.com/@eyyu/coding-ppo-from-scratch-with-pytorch-part-1-4-613dfc1b14c8.

pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

ray

An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

scikit-opt

Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Optimization Algorithm,Immune Algorithm, Artificial Fish Swarm Algorithm, Differential Evolution and TSP(Traveling salesman)

spinningup

An educational resource to help anyone learn deep reinforcement learning.

tianshou

An elegant PyTorch deep reinforcement learning library.

web-demo-for-far-field-pattern

tool for designing far field radiation pattern