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699Science & EngineeringOpen source16+

DeepChem

https://deepchem.io

Best for

AI-driven drug discovery

Works on

Linux, Windows, Mac (Python)

Alternatives

RDKit, PyTorch Geometric

Watch out

Requires both ML and chemistry expertise; documentation can lag behind the rapidly evolving codebase.

What It Does

Open-source Python library that applies deep learning to drug discovery, materials science, and quantum chemistry. Provides pre-built models and datasets for molecular property prediction and generation.

Setup in 5 Minutes

1. Go to deepchem.io and create a free account 2. Complete the onboarding — set your preferences and explore the dashboard 3. Install the framework and run the starter example or tutorial 4. Start using DeepChem for your own work

Try This

Train a small model on sample data and evaluate its accuracy against a baseline

Follow Along

Build an end-to-end ML pipeline: load data, train a model, evaluate, and export for inference

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