Nature Communications (Nov 2021)

Cross-property deep transfer learning framework for enhanced predictive analytics on small materials data

  • Vishu Gupta,
  • Kamal Choudhary,
  • Francesca Tavazza,
  • Carelyn Campbell,
  • Wei-keng Liao,
  • Alok Choudhary,
  • Ankit Agrawal

DOI
https://doi.org/10.1038/s41467-021-26921-5
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 10

Abstract

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Artificial intelligence and machine learning can greatly enhance materials property prediction and discovery. Here the authors propose cross-property transfer learning to build accurate models for dozens of properties with limited data availability.