Projects in Awesome Lists tagged with surrogate-based-optimization
A curated list of projects in awesome lists tagged with surrogate-based-optimization .
https://github.com/sciml/surrogates.jl
Surrogate modeling and optimization for scientific machine learning (SciML)
automatic-differentiation differential-equations high-performance-computing julia optimization scientific-machine-learning sciml surrogate surrogate-based-optimization surrogate-models surrogates
Last synced: 15 May 2025
https://github.com/SciML/Surrogates.jl
Surrogate modeling and optimization for scientific machine learning (SciML)
automatic-differentiation differential-equations high-performance-computing julia optimization scientific-machine-learning sciml surrogate surrogate-based-optimization surrogate-models surrogates
Last synced: 04 May 2025
https://github.com/dme65/pysot
Surrogate Optimization Toolbox for Python
asynchronous bayesian-optimization black-box-optimization gaussian-processes global-optimization global-optimization-algorithms optimization radial-basis-function surrogate-based-optimization surrogate-models
Last synced: 05 Apr 2025
https://github.com/eric-bradford/ts-emo
This repository contains the source code for “Thompson sampling efficient multiobjective optimization” (TSEMO).
bayesian-optimization black-box-optimization expensive-to-evaluate-functions gaussian-processes genetic-algorithms kriging machine-learning matlab multi-objective-optimization spectral-sampling surrogate-based-optimization thompson-sampling
Last synced: 03 Sep 2025
https://github.com/parmoo/parmoo
Python library for parallel multiobjective simulation optimization
blackbox-optimization mathematical-software multicriteria-optimization multiobjective multiobjective-optimization numerical-optimization python3 response-surface-methodology simulation-based-optimization simulation-optimization surrogate-based-optimization
Last synced: 19 Feb 2026
https://github.com/yandexdataschool/inverse-problem-intensive
A short course on simulation-based infernce for physics at YSDA in April 2021
bayesian-inference inference machine-learning neural-ode optimisation simulation-based-inference surrogate-based-optimization
Last synced: 10 Apr 2025
https://github.com/aresio/surf
surF - a surrogate modeling method based on Discrete Fourier Transform
global-optimization python3 surrogate-based-optimization surrogate-models
Last synced: 21 Feb 2026
https://github.com/jbris/prefect-surrogate-models
Demonstrating the use of Prefect to orchestrate the creation of machine learning surrogate models as applied to mechanistic crop models.
bayesian-optimization botorch dask docker docker-compose dvc gpytorch mechanistic-models minio mlflow mlflow-tracking-server mlops pcse prefect prefect-agent process-modeling surrogate-based-optimization surrogate-models variational-bayes variational-inference
Last synced: 12 Oct 2025
https://github.com/soldasim/boss.jl
BOSS (Bayesian Optimization with Semiparametric Surrogate)
bayesian-inference bayesian-optimization blackbox-optimization gaussian-processes julia optimization surrogate-based-optimization
Last synced: 13 Apr 2025
https://github.com/bettercallshao/sklearn_surrogatesearchcv
Surrogate adaptive randomized search for hyper-parameters tuning in sklearn.
cross-validation data-science hyper-parameter-tuning machine-learning optimization pysot python sklearn surrogate-based-optimization
Last synced: 05 Jan 2026
https://github.com/sambo-optimization/sambo
🎯📈 Sequantial and model-based optimization
bayesian-optimization bayesopt blackbox-optimization global-optimization global-optimization-algorithms hyperparameter-optimization hyperparameter-tuning machine-learning partial-dependence-plot sce-ua scientific-computing scikit-learn scikit-optimize scipy-optimize surrogate-based-optimization
Last synced: 01 Nov 2025
https://github.com/ahmed-bayoumy/slml
Statistical learning models library for blackbox optimization
blackbox-optimization derivative-free-optimization multidisciplinary-design-optimization multidisciplinary-optimization multimodel-management relative-adequacy-framework surrogate surrogate-based-optimization surrogate-model-based-optimization surrogate-modelling surrogate-models
Last synced: 18 Jan 2026
