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Generate Novel Molecules and Predict Their Chemical Properties by Varitional Autoencoder

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RNN and VAE Model for Molecular Generation

Setup

  • Requirements of Python packages below
    • Python 3.6
    • PyTorch 0.4.1
    • RDKit 2018.03.4.0
  • Requirements of programming environment
pip install -r requirements.txt

Master Thesis

  • Assisted Design of Chemical Structures for Electrolyte Materials in Li-ion Batteries and Properties Prediction via Deep Generative Model

Reference

Our implementation is modified on the code from

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If our code is useful to you, please cite our thesis

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Generate Novel Molecules and Predict Their Chemical Properties by Varitional Autoencoder

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