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

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

Software and instructions for setting up and running a self-driving lab (autonomous experimentation) demo using dimmable RGB LEDs, an 8-channel spectrophotometer, a microcontroller, and an adaptive design algorithm, as well as extensions to liquid- and solid-based color matching demos.

Bayesian Optimization and Design of Experiments

Experimental design and (multi-objective) bayesian optimization.

MITIM (MIT Integrated Modeling) Suite for Fusion Applications

Generalized and Efficient Blackbox Optimization System

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

Jointly-trained tree kernels for Gaussian processes

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

An evaluation framework for machine learning models simulating high-throughput materials discovery.

Pre-trained Gaussian processes for Bayesian optimization

Low code machine learning library, specified for insurance tasks: prepare data, build model, implement into production.

Demos of Cheetah being used for various applications presented in "Cheetah: Bridging the Gap Between Machine Learning and Particle Accelerator Physics with High-Speed, Differentiable Simulations"

User-friendly Graphical User Interface (GUI) developed at the National Institute for Materials Science (NIMS) for performing statistical data analysis, machine learning (ML) modelisation, and composition/process optimisation through active learning assisted by Bayesian optimisation

Boax is a Bayesian Optimization library for JAX.

Computer-aided molecular and process design using Bayesian optimization

Scalable Non-myopic Bayesian Optimization in Dynamic Cost Settings

Spatial analysis and modelling from traffic accidents in New Zealand.

BOSS (Bayesian Optimization with Semiparametric Surrogate)