ascillitoe

odsc_workshop

eq-reduce

A dash app to perform data-driven dimension reduction with polynomials.

equadratures

Suite of tools for polynomial approximations

gaussian_flowfield_approx

Example code for the AIAA Scitech 2021 paper "Instantaneous Flowfield Estimation with Gaussian Ridges".

mondrian_turbulence

A python toolset to augment RANS models with LES/DNS data, using Random or Mondrian forests.

Poseidon

A high order multi-block structured compressible CFD code

ascillitoe.github.io

My personal site.

data-sets

defragTrees

Python code for tree ensemble interpretation

EQ-live

Jupyter notebooks for demonstration, exploration and prototyping of Effective Quadratures. Can be run on the cloud using Azure notebooks or Google Colaboratory.

eq-PRTree

A dash app to train polynomial regression trees.

flowfield-approx

Supplementary material for the 2021 paper "Polynomial Ridge Flowfield Estimation".

probe-subspaces

Datasets and example code used in the 2020 ASME Turbo Expo Paper "Design space exploration of stagnation temperature probes via dimension reduction".

pytest-randomly

:game_die: Pytest plugin to randomly order tests and control random.seed

pyvista

A Streamlined Python Interface to the Visualization Toolkit

shap

A game theoretic approach to explain the output of any machine learning model.

SU2

SU2: An Open-Source Suite for Multiphysics Simulation and Design

tempo

MLOps Python Library