ML+AI frameworks for chemistry
- AIRS: AIRS is a collection of open-source software tools, datasets, and benchmarks associated with our paper entitled “Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems”
- AMPL: A Data-Driven Modeling Pipeline for Drug Discovery (ATOM Modeling PipeLine) (standalone)
- cgcnn: Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties
- chainer-chemistry: BayesGrad: Explaining Predictions of Graph Convolutional Networks
- ChemML: ChemML: A machine learning and informatics program package for the analysis, mining, and modeling of chemical and materials data
- chemml:
- chemprop: Analyzing Learned Molecular Representations for Property Prediction
- DeepChem:
- DeepMol: a python-based machine and deep learning framework for drug discovery (standalone)
- DeepMol: DeepMol: An Automated Machine and Deep Learning Framework for Computational Chemistry
- DeepMol: a python-based machine and deep learning framework for drug discovery (standalone)
- DeepMol: DeepMol: An Automated Machine and Deep Learning Framework for Computational Chemistry
- DGL-LifeSci: DGL-LifeSci: An Open-Source Toolkit for Deep Learning on Graphs in Life Science
- FlexMol: FlexMol: A Flexible Toolkit for Benchmarking Molecular Relational Learning
- Minervachem: Linear Graphlet Models for Accurate and Interpretable Cheminformatics
- Minerva-Chem: Linear Graphlet Models for Accurate and Interpretable Cheminformatics
- MolFlux:
- MolPipeline: MolPipeline: A Python Package for Processing Molecules with RDKit in Scikit-learn
- MolProphet: A One-Stop, General Purpose, and AI-Based Platform for the Early Stages of Drug Discovery (needs registration) (online, 2024).
- olorenchemengine:
- OpenChem: OpenChem: A Deep Learning Toolkit for Computational Chemistry and Drug Design
- pytorch-geometric:
- Scikit-mol: Scikit-Learn classes for molecular vectorization using RDKit (standalone)
- Summit: Summit: Benchmarking Machine Learning Methods for Reaction Optimisation
- TorchDrug: A powerful and flexible machine learning platform for drug discovery