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Postdoc Position, Machine Learning for X-ray mic ... (No replies)

wendydi
6 years ago
wendydi 6 years ago
The Advanced Photon Source (APS), and the Laboratory for Applied mathematics, Numerical Software, and

Statistics (LANS), Mathematics and Computer Science Division at Argonne National Laboratory invite applicants for a postdoctoral position in the area of utilizing machine learning for large-scale ptychographic experiments, an essential tool for high-resolution and nondestructive material characterization (X-ray and electron imaging). Postdoctoral appointees will investigate and develop semi-supervised, unsupervised, and active learning algorithms to understand object structure from scanning diffraction patterns, facilitate smart data collection, and create optimal experimental designs. Candidates interested in applying developments in deep clustering and active learning for challenging large- scale data analysis in importation applications will find a stimulating environment.
 
Postdoctoral appointees will have access to multidisciplinary collaborations, world-class mathematical libraries, special-purpose hardware for machine learning, expected deployment of the US's first exascale supercomputer, and a thousandfold upgrade in brightness of the APS' x-rays.
 
An expected/recent doctoral degree in applied mathematics, computer science, computational physics, imaging, machine learning, signal processing, computational materials/chemistry/physics or related fields. Knowledge is desired in one or more of machine/deep learning, clustering, scientific computing, mathematical optimization, statistical inversion, inverse problems, phase retrieval, imaging.  Applicants should include a cover letter (detailing their research interests and career goals) and contact
information for three references.
 
The start date for this position is
flexible. U.S. citizenship/permanent residency is not required.
 



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