๐Ÿงช Chemical ML Explorer

SMILES โ†’ Molecular Structure โ†’ Descriptors โ†’ ML Features

Try: Ethanol Acetic acid Benzene Isopropanol Ethylamine Aspirin Ibuprofen
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3D Molecular Structure

Drag to rotate ยท Scroll to zoom ยท Right-click / Ctrl-drag to move

2D Structure

Enter a SMILES and click Generate

Molecular Identity

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SMILES โ€”
Molecular weight โ€”
Heavy atoms โ€”
H-bond donors โ€”
H-bond acceptors โ€”
Rotatable bonds โ€”
Rings โ€”
TPSA โ€”
LogP โ€”
Stereocenters โ€”

Machine Learning Feature Vector

These descriptors form a numerical representation of the molecule that can be used as input features for a machine-learning model.

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From chemistry to machine learning

A molecular structure is first represented by a SMILES string.

The chemistry engine interprets the SMILES, constructs the molecular graph, generates coordinates and calculates molecular descriptors.

The descriptors become numerical features X for a machine-learning model.

SMILES โ†’ Molecular Graph โ†’ Descriptors โ†’ X โ†’ ML Model โ†’ Prediction