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Field
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wavelengths via nonlinear optical processes. These pulses will be used to optimize high-order harmonic generation for applications. Development of an attosecond pulse source in the X-ray region. The goal is to
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; Continuum Mechanics; Geometry and Mathematical Physics; Mathematical Biology and Healthcare; Mathematical Data Science; Nonlinear Systems; Numerical Analysis; Optimization; Quantitative Methods for Finance
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computational methods, that leverage high-performance computing power, to develop advanced tools. The successful candidate will be expected to develop machine learning methods that integrate physical
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nonlinear, including neural networks), loss functions (squared error, cross entropy, hinge, exponential), bias and variance trade-off, ensemble methods (bagging and boosting), optimization techniques in ML
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. Required Experience: 5-6 years of knowledge of both traditional and evolving structural design, analyses and optimization methods; VB scripting in Catia GSD, Ansys Python and APDL; linear and nonlinear FEA