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Medford Group's Projects

amptorch icon amptorch

AMPtorch: Atomistic Machine Learning Package (AMP) - PyTorch

catmap icon catmap

Catalyst Micro-kinetic Analysis Package for automated creation of micro-kinetic models used in catalyst screening

data_analytics_che icon data_analytics_che

Repository for notes and exercises for ChBE 4745/6745 - Data Analytics for Chemical Engineers.

dft-training icon dft-training

Training materials for computing adsorption energies and other quantities with DFT

electrolens icon electrolens

ElectroLens is a visualization tool that provides a lens into the black-box of machine-learning models for electronic structure. The tool provides a real-time connection between Cartesian space and parameter spaces of arbitrarily high dimensions. This enables  improved understanding of how machine-learning models work, and facilitates diagnosis of errors and discovery of new strategies for improving the approaches.

hermes icon hermes

Data management functionality for group data. Passes data between database, supercomputer, etc.

kinn icon kinn

Kinetics-Informed Neural Networks

nnsubsampling icon nnsubsampling

Nearest Neighbour Based Subsampling Algorithm for Uniform Subsampling

pif-dft icon pif-dft

Tools for converting from DFT codes into PIF objects

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