GLOnet

Optimization framework

A software framework for training neural networks to optimize dielectric metasurfaces using physics-driven generative models and global optimization algorithms.

Global optimization based on generative neural networks

GitHub

101 stars
6 watching
40 forks
Language: Python
last commit: almost 4 years ago
Linked from 1 awesome list


Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
google/ceviche-challengesA software suite for benchmarking photonic inverse design optimization algorithms95
yaodongyu/tctAn approach to train and optimize machine learning models in a decentralized setting by convexifying the optimization process4
guopengf/auto-fedrlA reinforcement learning-based framework for optimizing hyperparameters in distributed machine learning environments.15
100/solidA comprehensive framework for solving optimization problems without gradient calculations.575
bluebrain/bluepyoptA flexible framework for optimizing model parameters in computational neuroscience and related fields.204
jiangoforit/yellowfin_pytorchAn optimizer that automatically tunes momentum and learning rate using local quadratic approximation.287
fpicetti/occamypyA library for solving large-scale optimization problems with flexible and scalable vector and operator definitions55
perone/pyevolveA Python-based optimization framework providing tools and algorithms to evolve solutions from problem definitions.314
jungtaekkim/bayesoA framework for optimizing hyperparameters in machine learning models using Bayesian optimization93
automl/roboA Bayesian optimization framework designed to optimize complex functions with robustness and flexibility484
c-bata/goptunaA decentralized hyperparameter optimization framework inspired by Optuna.262
stevengj/nloptProvides a unified interface to multiple nonlinear optimization algorithms for global and local problem-solving in various fields1,908
zhengyaojiang/pgportfolioA software toolkit implementing a novel reinforcement learning framework for portfolio management with policy optimization and financial-model-based algorithms.1,755
mysteryresearcher/dashaA framework for distributed optimization with communication compression and optimal oracle complexity.0
maxhalford/eaoptAn evolutionary optimization library that provides multiple algorithms and interfaces to solve complex optimization problems using genetic and other optimization techniques.890