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@learningmatter-mit

Learning Matter @ MIT

Rafael Gomez-Bombarelli Group @ MIT

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  1. geom geom Public

    GEOM: Energy-annotated molecular conformations

    Jupyter Notebook 196 24

  2. peptimizer peptimizer Public

    Peptide optimization with Machine Learning

    Jupyter Notebook 66 24

  3. NeuralForceField NeuralForceField Public

    Neural Network Force Field based on PyTorch

    Jupyter Notebook 229 49

  4. GenZProt GenZProt Public

    Python 24 3

Repositories

Showing 10 of 38 repositories
  • PerovskiteOrderingGCNNs Public

    Repo for our paper "Learning Ordering in Crystalline Materials with Symmetry-Aware Graph Neural Networks"

    learningmatter-mit/PerovskiteOrderingGCNNs’s past year of commit activity
    Jupyter Notebook 3 MIT 1 0 0 Updated Sep 20, 2024
  • NeuralForceField Public

    Neural Network Force Field based on PyTorch

    learningmatter-mit/NeuralForceField’s past year of commit activity
    Jupyter Notebook 229 MIT 49 2 1 Updated Sep 20, 2024
  • surface-sampling Public

    MCMC-based algorithm for sampling surface reconstructions

    learningmatter-mit/surface-sampling’s past year of commit activity
    Jupyter Notebook 18 MIT 4 1 0 Updated Sep 9, 2024
  • AutoBADDIE Public

    Autonomously train class 1 and class 2 interatomic potentials for MD using gas-phase DFT training data

    learningmatter-mit/AutoBADDIE’s past year of commit activity
    Python 1 MIT 0 0 0 Updated Sep 4, 2024
  • geodesic-interpolation-cv Public

    Geodesic interpolation for collective variables

    learningmatter-mit/geodesic-interpolation-cv’s past year of commit activity
    Jupyter Notebook 2 MIT 0 0 0 Updated Aug 16, 2024
  • SingleAtom-LocalEnv Public

    Active learning accelerated exploration of the single atom local environments in multimetallic systems for oxygen electrocatalysis

    learningmatter-mit/SingleAtom-LocalEnv’s past year of commit activity
    Python 0 0 0 0 Updated Aug 9, 2024
  • Chem-prop-pred Public

    Repository for predicting conductivities through Arrhenius parameters for polymer electrolytes.

    learningmatter-mit/Chem-prop-pred’s past year of commit activity
    Python 13 MIT 7 2 0 Updated Jul 29, 2024
  • alchemical-mlip Public

    Alchemical machine learning interatomic potentials

    learningmatter-mit/alchemical-mlip’s past year of commit activity
    Jupyter Notebook 12 MIT 2 2 0 Updated May 4, 2024
  • Perovskite-Ordering-Descriptors Public

    Repo for our paper "Data-Driven Physics-Informed Descriptors of Cation Ordering in Multicomponent Perovskite Oxides"

    learningmatter-mit/Perovskite-Ordering-Descriptors’s past year of commit activity
    Jupyter Notebook 4 MIT 2 0 0 Updated Apr 30, 2024
  • Segal Public
    learningmatter-mit/Segal’s past year of commit activity
    Jupyter Notebook 8 MIT 2 0 0 Updated Mar 16, 2024

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