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Postdoc: Machine learning, collective variables ... (No replies)

mmp
8 years ago
mmp 8 years ago

Moore/Sloan & WRF Innovation in Data Science Postdoctoral Fellowship in the area of

Machine learning, collective variables and non-linear geometric methods in atomistic calculations and molecular dynamics

with Marina Meila (Statistics) and Jim Pfaendtner (Chemical Engineering).

The goal is to develop and implement methods for optimization, sampling and modeling in large state spaces arising in theoretical chemistry and materials science, using advanced machine learning tools. We are interested in developing new manifold learning methods (also known as non-linear dimension reduction) for problems such as low-dimensional "understandable" representations of samples from large simulations, finding reaction coordinates, saddle points, meta-stable states, as well as for more efficient sampling and optimization in high-dimensional configuration spaces.

Qualifications: PhD's in material science, chemistry and related fields who have strong mathematical background AND machine learning/statistics/CS PhD's who are willing to learn about the application are encouraged to apply.

Full application details are here: http://escience.washington.edu/get-involved/postdoctoral-fellowships

If you are interested in applying for this position, please send the following:

- a short email telling us about your fit with the position and your interests
- CV
- 1-2 significant papers, and slides from talks about these papers if available
- [optionally: the name and email of a person who can give references about you]

to Marina Meila mmp at stat.washington.edu. You can do this any time, but we cannot promise to consider your application after December 15, although we will try to do so.




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Ab initio (from electronic structure) calculation of complex processes in materials