IACS Seminars

IACS Seminar Series

2018 Fall Seminars

2018 Nov 30

Machine Learning for Materials Discovery | Julia Ling, Citrine Informatics

1:30pm to 2:30pm

Location: 

Harvard University, Geological Museum, Geological Lecture Hall 100, 26 Oxford Street, Cambridge MA 02138

Abstract: Materials science presents a unique set of challenges and opportunities for machine learning methods in terms of data size, data sparsity, available domain knowledge, and multi-scale physics.  In this talk, Dr. Ling will discuss how machine learning can be used to accelerate materials discovery through a sequential learning workflow.  You'll examine how domain knowledge can be integrated into data-driven models, the role of uncertainty quantification in driving exploration of new design candidates, and how to forecast the impact of a data-driven...

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