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Parameter Estimation Python Packages

Python packages with the GitHub topic parameter-estimation. Sorted by relevance, with stars and monthly downloads.
casadi
casadi

CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python or Matlab/Octave.

840K 2K 444
sbi-dev
sbi

sbi is a Python package for simulation-based inference, designed to meet the needs of both researchers and practitioners. Whether you need fine-grained control or an easy-to-use interface, sbi has you covered.

18K 825 243
pints-team
pints

Probabilistic Inference on Noisy Time Series

18K 241 34
PEtab-dev
petab

Python package for working with PEtab files

8K 16 7
AMICI-dev
amici

High-performance sensitivity analysis for large ordinary differential equation models

7K 139 33
AdityaSavara
chekipeuq

This is the CheKiPEUQ package which stands for Chemical Kinetics Parameter Estimation and Uncertainty Quantification. See https://github.com/AdityaSavara/CheKiPEUQ for more information.

4K 14 6
casadi
casadi-gil-comp

CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python or Matlab/Octave.

3K 2K 444
elcorto
psweep

Loop like a pro, make parameter studies fun.

3K 16 2
icb-dcm
pypesto

python Parameter EStimation TOolbox

2K 273 48
biomass-dev
biomass

A Python Framework for Modeling and Analysis of Signaling Systems

2K 29 13
valeriolobrano
pvfit5

Estimation of the five parameters of the PV single-diode model from datasheet data at STC

1K 0 0
spark-brc
apexmf

apexmf is a set of python modules for APEX-MODFLOW model evaluation and parameter estimation.

1K 1 2
CiaranWelsh
pycotools

A Python Toolbox for COPASI

1K 6 4
PEtab-dev
petab-gui

Graphical user interface for the PEtab format

811 4 1
undark-lab
swyft

A system for scientific simulation-based inference at scale.

641 172 19
CiaranWelsh
pycotools3

A Python toolbox for COPASI

583 13 3
smeznar
symbolic-regression-toolkit

Toolkit for symbolic regression/equation discovery

546 6 1
limunimi
lim-sample

Implementation of SAMPLE (Spectral Analysis for Modal Parameter Linear Estimate)

497 8 0
AdityaSavara
peuqse

This is the PEUQSE package which stands for Parameter Estimation and Uncertainty Quantification for Science and Engineering. See https://github.com/AdityaSavara/PEUQSE for more information.

475 14 6
DavAug
chi-drm

A python package to model dose response dynamics.

468 17 7
vsquicciarini
madys

MADYS: isochronal parameter determination for young stellar and substellar objects

412 9 2
GeoStat-Framework
welltestpy

A python-package for handling well based field campaigns.

394 37 7
JuBiotech
estim8

Parameter estimation of bioprocess models

372 4 0
timcera
tsblender

Drop-in replacement for TSPROC that is a utility for inverse modeling with PEST.

355 2 0
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