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Blackbox Optimization Python Packages

Python packages with the GitHub topic blackbox-optimization. Sorted by relevance, with stars and monthly downloads.
ARM-software
arm-mango

Parallel Hyperparameter Tuning in Python

42K 417 47
google
google-vizier

Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

25K 2K 110
SimonBlanke
gradient-free-optimizers

Lightweight optimization with local, global, population-based and sequential techniques across mixed search spaces

15K 1K 95
pdfo
pdfo

Powell's Derivative-Free Optimization solvers.

10K 108 29
bbopt
pynomadbbo

NOMAD - A blackbox optimization software

6K 153 26
google
google-vizier-dev

Python-based research interface for blackbox and hyperparameter optimization, based on the internal Google Vizier Service.

6K 2K 110
boschresearch
blackboxopt

Blackbox optimization algorithms with a common interface, along with useful helpers like parallel optimization loops, analysis and visualization scripts.

5K 33 2
sambo-optimization
sambo

🎯 📈 Sequential and Model-Based Optimization in Python, featuring SCE-UA, SMBO, and SHGO algorithms. SOTA perfomance; 0 deps.

3K 31 0
evhub
bbopt

Black box hyperparameter optimization made easy.

2K 76 8
Ahmed-Bayoumy
omads

OMADS - A blackbox optimization python package

2K 6 0
WilliamLwj
pyxab

PyXAB - A Python Library for X-Armed Bandit and Online Blackbox Optimization Algorithms

1K 127 30
jan-provaznik
nomadlad

Interface for NOMAD 4.5.1 blackbox optimization software.

1K 0 0
PKU-DAIR
openbox

Efficient and generalized blackbox optimization (BBO) system

1K 438 57
logicalclocks
maggy

Distribution transparent Machine Learning experiments on Apache Spark

718 91 13
microprediction
humpday

Elo ratings for global black box derivative-free optimizers

694 143 21
mlojek
optilab

Python framework for black-box optimization.

627 1 0
thomas-young-2013
lite-bo

Efficient and generalized blackbox optimization (BBO) system

412 85 84
lucidfrontier45
optuna-async-helper

A Helper Library to run asynchronous optimization with Optuna

352 1 0
parmoo
parmoo

Python library for parallel multiobjective simulation optimization

317 88 11
optiprofiler
optiprofiler

Benchmarking optimization solvers.

305 14 4
Ahmed-Bayoumy
statlml

Statistical learning models library for blackbox optimization

203 1 0
rajcscw
pytorch-optimize

A simple black-box optimization framework to train your pytorch models for optimizing non-differentiable objectives

155 11 3
sibirbil
marsopt

Mixed Adaptive Random Search (MARS) for Optimization

124 30 1
auto-flow
ultraopt

Distributed Asynchronous Hyperparameter Optimization Better than HyperOpt

87 107 15
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