Cheminformatics
Informatics techniques applied to problems in chemistry.
Contents
Applications
Libraries
General Purpose
Universal molecular toolkit that can be used for molecular fingerprinting, substructure search, and molecular visualization written in C++ package, with Java, C#, and Python wrappers.
A Python package useful for chemistry (mainly physical/inorganic/analytical chemistry)
Format Checking
Visualization
Molecular Descriptors
Machine Learning
Directed message passing neural networks for property prediction of molecules and reactions with uncertainty and interpretation.
ChemML is a machine learning and informatics program suite for the analysis, mining, and modeling of chemical and materials data. (based on Tensorflow)
Molecular property prediction with unified API for diverse models and respresentations, with integrated uncertainty quantification, interpretability, and hyperparameter/architecture tuning.
OpenChem is a deep learning toolkit for Computational Chemistry with PyTorch backend.
Web APIs
Docking
Molecular Dynamics
See Also
Chemoinformatics and drug discovery section in deeplearning-biology repo.
Another list focuses on Python stuff related to Chemistry.