bayesian-optimization

Star

Here are 686 public repositories matching this topic...

Language:All

Filter by language

All686 Python303 Jupyter Notebook261 MATLAB27 HTML17 C++15 R15 Julia7 C4 Go4 C#3

Sort:Most stars

Sort options

Most stars Fewest stars Most forks Fewest forks Recently updated Least recently updated

microsoft /nni

Star14.2k

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

python data-science machine-learning deep-learning neural-network tensorflow machine-learning-algorithms pytorch distributed hyperparameter-optimization feature-engineering nas bayesian-optimization hyperparameter-tuning automl automated-machine-learning model-compression neural-architecture-search deep-neural-network mlops

UpdatedJul 3, 2024
Python

bayesian-optimization /BayesianOptimization

Star8.3k

A Python implementation of global optimization with gaussian processes.

python simple optimization gaussian-processes bayesian-optimization

UpdatedJul 15, 2025
Python

automl /auto-sklearn

Sponsor

Star7.9k

Automated Machine Learning with scikit-learn

scikit-learn hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning smac meta-learning hyperparameter-search metalearning

UpdatedJun 26, 2025
Python

scikit-optimize /scikit-optimize

Star2.8k

Sequential model-based optimization with a `scipy.optimize` interface

visualization machine-learning binder optimization scikit-learn scientific-visualization scientific-computing hyperparameter-optimization bayesopt bayesian-optimization hacktoberfest hyperparameter-tuning hyperparameter hyperparameter-search sequential-recommendation

UpdatedFeb 23, 2024
Python

modAL-python /modAL

Star2.3k

A modular active learning framework for Python

python machine-learning scikit-learn machine-learning-algorithms machine-learning-library machine-learning-api bayesian-optimization active-learning active-learning-module

UpdatedFeb 26, 2024
Python

krasserm /bayesian-machine-learning

Star1.9k

Notebooks about Bayesian methods for machine learning

machine-learning bayesian-methods gaussian-processes bayesian-optimization bayesian-machine-learning variational-autoencoder

UpdatedMar 6, 2024
Jupyter Notebook

google /vizier

Star1.6k

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

open-source distributed-systems machine-learning google algorithm deep-learning optimization distributed-computing grpc tuning hyperparameter-optimization evolutionary-algorithms tuning-parameters bayesian-optimization hyperparameter-tuning blackbox-optimization vizier

UpdatedJul 17, 2025
Python

LiYangHart /Hyperparameter-Optimization-of-Machine-Learning-Algorithms

Star1.3k

Implementation of hyperparameter optimization/tuning methods for machine learning & deep learning models (easy&clear)

machine-learning deep-learning random-forest optimization genetic-algorithm machine-learning-algorithms hyperparameter-optimization artificial-neural-networks grid-search tuning-parameters bayesian-optimization hyperparameter-tuning random-search particle-swarm-optimization hpo automl automated-machine-learning python-examples python-samples machine-learning-optimization

UpdatedSep 22, 2022
Jupyter Notebook

SimonBlanke /Gradient-Free-Optimizers

Star1.2k

Simple and reliable optimization with local, global, population-based and sequential techniques in numerical discrete search spaces.

machine-learning optimization constrained-optimization hyperparameter-optimization meta-heuristic simulated-annealing hill-climbing bayesian-optimization nelder-mead random-search particle-swarm-optimization evolution-strategies blackbox-optimization gradient-free-optimization tree-of-parzen-estimator hyperactive

UpdatedJul 14, 2025
Python

automl /SMAC3

Sponsor

Star1.2k

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

random-forest configuration hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning hyperparameter-search bayesian-optimisation gaussian-process algorithm-configuration

UpdatedJul 15, 2025
Python

MIND-Lab /OCTIS

Star774

OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)

nlp natural-language-processing hyperparameter-optimization topic-modeling nlp-library bayesian-optimization hyperparameter-tuning latent-dirichlet-allocation evaluation-metrics neural-topic-models latent-semantic-analysis topic-models hyperparameter-search non-negative-matrix-factorization nlproc

UpdatedJul 25, 2024
Python

A Python-based toolbox of various methods in decision making, uncertainty quantification and statistical emulation: multi-fidelity, experimental design, Bayesian optimisation, Bayesian quadrature, etc.

python machine-learning emulation decision-making uncertainty-quantification sensitivity-analysis bayesian-optimization experimental-design bayesian-quadrature multi-fidelity

UpdatedFeb 11, 2025
Python

automl /HpBandSter

Sponsor

Star618

a distributed Hyperband implementation on Steroids

hyperparameter-optimization bayesian-optimization automl automated-machine-learning neural-architecture-search

UpdatedOct 16, 2022
Python

SimonBlanke /Hyperactive

Star524

An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.

python data-science machine-learning deep-learning optimization scikit-learn parallel-computing keras pytorch model-selection xgboost hyperparameter-optimization feature-engineering bayesian-optimization automated-machine-learning parameter-tuning neural-architecture-search hyperactive

UpdatedJul 8, 2025
Python

Western-OC2-Lab /Intrusion-Detection-System-Using-Machine-Learning

Star510

Code for IDS-ML: intrusion detection system development using machine learning algorithms (Decision tree, random forest, extra trees, XGBoost, stacking, k-means, Bayesian optimization..)