ascillitoe Goto Github PK

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.

eq-reduce

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

equadratures

Suite of tools for polynomial approximations

flowfield-approx

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

gaussian_flowfield_approx

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

lance

Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, with more integrations coming..

mondrian_turbulence

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

odsc_workshop

poseidon

A high order multi-block structured compressible CFD code

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