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ML workflows for screening degradation-relevant properties of forever chemicals (PFAS)

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pranoy-ray/screenPFAS

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ML workflows for screening degradation-relevant properties of forever chemicals (PFAS)

This module contains functions for the analysis of chemistry data;

This module includes visualizations, feature engineering and model building geared specifically to chemical data

Install

pip install mol_analysis

Relevant Modules

Modules in this notebook include

  • descriptors : Module for transforming molecular data into ML compatible data structures
  • visualizations : Module for visualizing molecules and molecule descriptors
  • transforms : Module for transforming molecules and molecular descriptors
  • testdata : Module containing test data (DFT)
  • models : Module containing testbed ML models tested on data here

Tutorial Notebook

screenPFASworkflow.ipynb

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ML workflows for screening degradation-relevant properties of forever chemicals (PFAS)

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