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🏆 A ranked list of awesome atomistic machine learning projects ⚛️🧬💎.

706
GitHub Stars
323
Curated Resources
23
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Last Refreshed
Active learningCommunity resourcesDatasetsData StructuresDensity functional theory (ML-DFT)Educational ResourcesExplainable Artificial intelligence (XAI)Electronic structure methods (ML-ESM)General ToolsGenerative ModelsInteratomic Potentials (ML-IAP)Language ModelsMaterials DiscoveryMathematical toolsMolecular DynamicsProbabilistic MLRepresentation EngineeringRepresentation LearningUniversal PotentialsUnsupervised LearningVisualizationWavefunction methods (ML-WFT)Contribution

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What's inside

Language Models

Materials Discovery

Molecular Dynamics

Active learning

Representation Learning

Data Structures

  • Conda

  • GitHub

    26% open · ⏱️ 18.07.2026):

  • GitHub

    22% open · ⏱️ 10.07.2026):

  • GitHub

    27% open · ⏱️ 19.06.2026):

  • GitHub

    70% open · ⏱️ 11.05.2026):

Interatomic Potentials (ML-IAP)

Showing a sample of 323 resources. View the full list on GitHub →