PhD position Surrogate modeling and Machine Learning for science and engineering
جامعة Ghent
جامعة حكومية, تصفح الفرص المماثلة
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جامعة حكومية, تصفح الفرص المماثلة
Last application date Jul 31, 2024 00:00
Department TW05 - Department of Information Technology
Contract Limited duration
Degree Master’s degree in Computer Science, Mathematics, Engineering, or equivalent
Occupancy rate 100%
Vacancy type Research staff
PhD position Surrogate modeling and Machine Learning for science and engineering
IDLab - imec, Ghent University, Belgium
IDLab is a core research group of imec, a world-leading research and innovation hub in nanoelectronics and digital technologies, with research activities at Ghent University. IDLab performs fundamental and applied research on data science and internet technology, and is, with over 300 researchers, one of the larger research groups at imec. Our major research areas are machine learning and data mining; semantic intelligence; multimedia processing; distributed intelligence for IoT; cloud and big data infrastructures; wireless and fixed networking; electromagnetics, RF, and high-speed.
Job description
The activities of the Ph.D. position are embedded in this stimulating environment with a focus on data-efficient machine learning (or surrogate modeling) techniques to solve complex problems in science and engineering. The proposed Ph.D. research is defined within the context of several national and international research projects on Automation in Machine Learning (AutoML).
As a Ph.D. candidate, you will extend and use machine learning algorithms such as generative models, neural networks, Gaussian Processes, Bayesian optimization, and more to solve challenging problems in science and engineering. You will take part in the daily operation of the research group and participate in collaborative research with industrial and academic partners. Furthermore, you will publish your research results at major international conferences and in journal papers, as part of meeting the requirements for your Ph.D.
For more information see https://sumo.intec.ugent.be/home
Your profile
We are looking for highly creative and motivated Ph.D. students with the following qualifications and skills.
Our offer
Interested?
Send your application by email to Prof. Tom Dhaene (tom.dhaene@UGent.be ) and Prof. Ivo Couckuyt (ivo.couckuyt@ugent.be ), indicating “Job Application: ML4ENG” in the subject. Applications should include (1) an academic/professional resume, (2) transcripts of study results, and (3) at least two reference contacts. After a first screening, selected candidates will be invited for an interview (also possible via Teams).
Application deadline: continuous evaluation until the vacancy is filled
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