Naive model metrics can be misleading when using AI for materials discovery. I introduced techniques to better assess a model's suitability for guiding materials development.
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A brief demo of exploratory model analysis.
A framework for variability in engineering
An example on materials informatics concepts.
I was invited to give a talk at Cambridge.
Accelerating materials development with data science
To get ready to teach online in the fall, I ran a summer offering of Data Science for Olin Alumni.
High-dimensional simulation data can be difficult to analyze. In this work I merged physical insights with data-driven techniques to perform *data-driven dimensional analysis*.