design-of-experiments

There are 10 repositories under design-of-experiments topic.

emdgroup / baybe
Bayesian Optimization and Design of Experiments
bayesian-optimization design-of-experiments machine-learning active-learning experimental-design optimization
Language:Python 410
tirthajyoti / Design-of-experiment-Python
Design-of-experiment (DOE) generator for science, engineering, and statistics
statistics design-of-experiments latin-hypercube random-generation analytics dataframe science matrix factors experiment
Language:Jupyter Notebook 279
doepy
tirthajyoti / doepy
Design of Experiment Generator. Read the docs at: https://doepy.readthedocs.io/en/latest/
design design-of-experiments statistics engineering science research phsyics python doe random-design factorial-experiment
Language:Python 161
bessagroup / f3dasm
Framework for Data-Driven Design & Analysis of Structures & Materials (F3DASM)
data-driven machine-learning computational-mechanics design-of-experiments framework materials-science
Language:Python 126
tylermorganwall / skpr
Generates and evaluates D, I, A, Alias, E, T, G, and custom optimal designs. Supports generation and evaluation of mixture and split/split-split/N-split plot designs. Includes parametric and Monte Carlo power evaluation functions. Provides a framework to evaluate power using functions provided in other packages or written by the user.
optimal-designs rstats design-of-experiments survival-analysis power r split-plot-designs linear-models linear-regression monte-carlo
Language:R 120
VlachosGroup / nextorch
Experimental design and Bayesian optimization library in Python/PyTorch
bayesian-optimization design-of-experiments experimental-design pytorch
Language:Python 55
relf / pyDOE3
Design of experiments for Python
design-of-experiments sampling-methods
Language:Python 48
danieleongari / awesome-design-of-experiments
Curated list of resources for the Design of Experiments (DOE)
design-of-experiments doe awesome awesome-list sampling-methods
36
phrb / ExperimentalDesign.jl
Design of Experiments in Julia
design-of-experiments statistics statistical-analysis experimental-design julia
Language:Julia 30
thtang / Business-Analytics-Using-Statistical-Modeling
BASM - 2017 Spring
business-analytics statistics bootstrapping-statistics regression anova design-of-experiments hypothesis-testing r-programming
Language:HTML 26
mborn1 / pyoptex
Flexible and accessible design of experiments in Python. Provides industry with an easy package to create designs based with limited expert knowledge. Provides researchers with the ability to easily create new criteria and design structures.
accessible data-analysis design-of-experiments flexible python pyoptex innovation cost-optimization
Language:Python 20
davidenunes / exp
python experiment management toolset
optimization grid-search hyperparameter-tuning hyperparameter-optimization parallel-processing multiprocessing parameter-space design-of-experiments configuration-files cli matplotlib
Language:Python 15
jchristopherson / fstats
A modern Fortran statistical library.
anova design-of-experiments distributions experimental-design hypothesis-testing regression special-functions statistical-testing statistics levenberg-marquardt allan-variance bootstrap lowess sampling-distribution markov-chain-monte-carlo mcmc-sampler metropolis-hastings multivariate interpolation
Language:Fortran 15
rohitsanj / doex
Python library for Design and Analysis of Experiments
design-of-experiments probability probability-distribution latin-square anova-test one-way-anova two-way-anova factors anova binder python-library statistical-analysis statistics-library
Language:Python 15
doe
basf / doe
Python package for flexible generation of D-optimal experimental designs
design-of-experiments experimental-design optimization python
Language:Python 12
emdgroup / baybe-ac24-workshop
Accelerate 2024 Workshop on Bayesian Optimization Recipes With BayBE
bayesian bayesian-optimization machine-learning optimization design-of-experiments self-driving-lab
Language:Jupyter Notebook 10
medford-group / TAPsolver
Simulation and Analysis Tool for TAP Reactor Systems
transient-kinetics pde-solver catalysis-informatics optimization design-of-experiments
Language:Python 10
jhelvy / cbcTools
R package of comprehensive tools for designing and analyzing choice-based conjoint (cbc) experiments
r rstats conjoint design cbc sawtooth discrete-choice survey d-optimal d-optimal-design design-of-experiment design-of-experiments doe idefix optimal-design poweranalysis
Language:R 9
pawanaichra / doe
Design of Experiments and Analysis
design-of-experiments experiment-analysis doe hacktoberfest
Language:Python 9
bedapub / designit
Blocking and randomization for experimental design
rstats design-of-experiments randomization
Language:HTML 8
cran-task-views / ExperimentalDesign
CRAN Task View: Design of Experiments (DoE) & Analysis of Experimental Data
r rstats cran task-views design-of-experiments experimental-data
8
nicolas-kuechler / doe-suite
A tool for remote experiment management
design-of-experiments experiment-management
Language:Python 8
act-elegancy / consumet
Open-source constructor of surrogates and metamodels
reduced-order-models surrogate-models meta-model surrogates optimization regression adaptive-sampling design-of-experiments sintef
Language:Python 7
mikediessner / simplelhs
Simple implementation of Latin Hypercube Sampling.
design-of-experiments latin-hypercube-sampling space-filling-designs numpy
Language:Python 7
Spogis / DWSIMChemDesign
ChemDesign: DWSIM Experiment Toolkit
design-of-experiments doe dwsim extension latin-hypercube-sampling toolkit
Language:HTML 7
uob-positron-imaging-centre / MED
Autonomously driving equation discovery, from the micro to the macro, from laptops to supercomputers.
automatic-parallelization design-of-experiments gaussian-processes modelling sensitivity-analysis symbolic-regression uncertainty-quantification
Language:Python 7
canbooo / experiment-design
Tools to create experiment designs
data-science design-of-experiments experimentation machine-learning probabilistic-programming probability statistics
Language:Python 6
brsynth / icfree-ml
Design of experiments (DoE) and machine learning packages for the iCFree project
machine-learning cell-free design-of-experiments latin-hypercube-sampling
Language:Python 5
colinbousige / OPTIMEO
OPTIMEO is a web application doubled by a package that helps you optimize your experimental process by generating a Design of Experiment, generating new experiments using Bayesian Optimization (BO), and analyzing the results of your experiments using Machine Learning models.
bayesian-optimization design-of-experiments experimental-analysis
Language:HTML 5
komahanb / kriging
Kriging
kriging interpolation machine-learning design-of-experiments
Language:PostScript 5
long-rh / DSDApp
DSDApp: an open-access tool for Definitive Screening Design
design-of-experiments definitive-screening-design
Language:R 5
Mansourt / MATLAB_Hammersley_Sampling_for_Design_of_Experiments_DOE
Hammersley Sampling method For Design of Experiments (DOE) has been implemented in MATLAB
hammersley design-of-experiments sampling-methods
Language:MATLAB 5
Opti_plus_plus
ClaudeTO80 / Opti_plus_plus
Optimization framework library fully written in C++
doe robustdesign c-plus-plus design-exploration optimization-library optimization-framework optimization-tools design-of-experiments
Language:C++ 4
b1f6c1c4 / ansys-moe
Computer-automated Design (CautoD) System 自动化设计系统
optimization design-of-experiments cautod ansys bayesian-optimization
Language:JavaScript 3
kunal-kotian / ab_testing_sample_size_calculator
Code for calculating sample sizes for A/B tests based on power analysis.
ab-testing sample-size-calculation design-of-experiments data-science
Language:Python 3
sieste / doit
Bayesian Computation using Design of Experiments-based Interpolation Technique in R
r bayesian interpolation design-of-experiments posterior-distributions r-package
Language:R 3