Are you inspired by numerical modelling of real-life phenomena using scientific computing (SC)?
Are you fascinated by the emerging field of machine learning (ML)?
Are you our next PhD-candidate in scientific machine learning or SciML (combining SC and ML)?
Are you passionate about numerical linear algebra (NLA)?
The PhD project will explore the use of NLA tools in SciML for the solution of large-scale problems stemming from the discretization of partial differential equations. Interaction between the field of NLA and optimization will be explored, with the purpose of designing faster, more robust, and reliable methods. Possible research directions include but are not limited to: (i) development of new theory for different iterative methods inspired by ML (ii) use theoretical insights to design more reliable implementations; (iii) development of practical methods and application to benchmark problems. The focus will depend on and will be adapted to the interest of the student.
It is not expected that you know much about SciML or traditional ML, but you should have an interest in learning more. There may be opportunities for you to attend specific training and engage with researchers from different horizons working in the field. You will join the Scientific Computing group and be an active member of the Centre for Analysis, Scientific Computing and Applications (https://casa.win.tue.nl/home/)
Functie-eisen
Arbeidsvoorwaarden
A meaningful job in a dynamic and ambitious university, in an interdisciplinary setting and within an international network. You will work on a beautiful, green campus within walking distance of the central train station. In addition, we offer you:
Eindhoven University of Technology is an internationally top-ranking university in the Netherlands that combines scientific curiosity with a hands-on attitude. Our spirit of collaboration translates into an open culture and a top-five position in collaborating with advanced industries. Fundamental knowledge enables us to design solutions for the highly complex problems of today and tomorrow.
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application processconditions of employment..
Het salaris bedraagt €2770 - €3539
Vacature van TU Eindhoven