June 27, 2017 UMD Home FabLab AIMLab
MLMR 2017
Machine Learning
for
Materials Research
Bootcamp & Workshop
2017

June 27 - 30, 2017

University of Maryland, College Park

Announcements

Information for Attendees

6/5/2017

We have added information for attendees to prepare for the bootcamp. Please check the info page!

Poster Session

4/21/2017

We will have a poster session Thursday (6/29) night. We would like this to be an open forum to discuss how we can apply machine learning to a variety of materials science projects. Please bring a poster on one of your work.

Registration

4/21/2017

Registration is now open. Click here to register

Bootcamp

The bootcamp consists of three days of lectures and hands-on exercises covering a range of data analysis topics from data pre-processing through advanced machine learning analysis techniques. Example topics include:

  • Identifying important features in complex/high dimensional data
  • Visualizing high dimensional data to facilitate user analysis.
  • Identifying the fabrication 'descriptors' that best predict variance in functional properties.
  • Quantifying similarities between materials using complex/high dimensional data

The hands-on exercises will focus on demonstrating practical use of machine learning tools on real materials data. Attendees will learn to analyze a range of data types from scalar properties such as material hardness to high dimensional spectra and micrographs.

Workshop

The workshop will feature talks by top researchers in the field as well as open discussions in which attendees can discuss their data analysis needs with experts. Program for the Workshop is to be announced on a later date.

Sponsors



Organizers

A. Gilad Kusne A. Gilad Kusne National Institute of Standards & Technology Materials Measurement Science Division
Alexei Belianinov Alexei Belianinov Oak Ridge National Laboratory Center for Nanophase Materials Sciences
Daniel Samarov Daniel Samarov National Institute of Standards and Technology Information Technology Laboratory
Tim Mueller Tim Mueller John Hopkins University Department of Materials Science & Engineering
Ichiro Takeuchi Ichiro Takeuchi University of Maryland, College Park Department of Materials Science & Engineering

Colleges A. James Clark School of Engineering
The College of Computer, Mathematical, and Natural Sciences

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