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Daniel Pert's Projects

antefoyer icon antefoyer

Antechamber plugin to foyer and support for the GAFF forcefield

article-resources icon article-resources

A repository for the source code, notebooks, data, files, and other assets used in the data science and machine learning articles on LearnDataSci

atools_ml icon atools_ml

A collection of routines related to structure-property examination and machine learning.

cgcnn icon cgcnn

Crystal graph convolutional neural networks for predicting material properties.

foyer icon foyer

A package for atom-typing as well as applying and disseminating forcefields

git-novice icon git-novice

Software Carpentry introduction to Git for novices.

grid-search-project icon grid-search-project

Signac extension of tribology-machine-learning to reduce overfitting and allow deeper analysis

mbuild icon mbuild

A hierarchical, component based molecule builder

michigan-chemical-contamination-heatmaps icon michigan-chemical-contamination-heatmaps

constructed a heatmap visualization for consumer use of contamination levels in Michigan counties analyzed from 400,000+ publicly available unstructured EPA datapoints [Python, HTML]. Currently working on the implementation of a web user tool to easily select heatmaps.

mosdef-workflows icon mosdef-workflows

Sample molecular simulation workflows using a MoSDeF and community tools

oplsaa_mods icon oplsaa_mods

Take an OPLSAA forcefield and apply it to an mbuild molecule to check which molecules are having issues

plotting icon plotting

Tutorials and examples using the various python tools to create publication-quality plots

random_forest_tg icon random_forest_tg

Random forest models for predicting the coefficient of friction and adhesion for systems of two contacting functionalized monolayers.

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