Assistant Professor In Geometric Learning And Image Analysis
4 weken geleden
Functieomschrijving
In the Geometric Learning and Differential Geometry Group (GLDG) within the Centre for Analysis, Scientific Computing and Applications (CASA) we invent, apply, and build new theory and methods in geometric AI for automated medical and industrial image analysis. The Geometric Deep learning methods developed in GLDG bridge the gap in image processing between machine learning and traditional PDE/geometry-based methods.
The focus in the group GLDG supported by VICI project "Geometric Learning for Image Analysis" (R. Duits) is on PDE-based equivariant neural networks aiming for impact on industry and society. This requires close interplay between mathematical theory and practical requirements. With implementation running parallel to theoretical development, we ensure that our geometric learning is both well-founded in profound new mathematics and relevant for practical applications.
Key objectives of the position are:
- Develop high-performance implementations of geometric learning methods for modern hardware while
connecting advanced scientific computing to applied and geometric analysis. - Establish connections to industry
via joint projects on
geometric learning and image processing,
while investing in in-house implementations to keep our research relevant for industry. - Target and steer the direction of the theory by available hardware and performance. Advanced geometrical, topological theory and algorithms need to be developed.
- Be active in funding acquisition and set up a clear, personal, and visible research line that fits the overall activities and strategy in the GLDG group and CASA cluster.
- Open the black box of deep learning via geometric interpretability and explainable AI. Promising results are growing and allow for clear analysis by experts, but intuitive visualization and interpretation tools to industrial/health tech partners raise challenges to be tackled.
- Design new equivariant PDE-based neural networks
.
Current methods in GLDG reveal drastic network reduction, and training data-reduction with better performances. Pursue a research direction in explainable and transferable geometric AI. Analysis of topological transitions, semi-ring co-domain extensions, Lie group domain extensions require new models. - Connect to the GLDG group, the CASA cluster, and the M&CS department at TU/e, and act in cross-divisional institutes such as EAISI
,
to guarantee a vibrant, well-embedded and well-funded research group with better network design and image analysis applications.
Functie-eisen
- Motivated researcher, with a PhD in Applied Mathematics, Data Science, Electrical Engineering or Computational Physics, or a related field, with both an applied computational and a geometric interest.
- Strong knowledge of state-of-the-art computational methods in both geometric learning, differential geometry and geometric image processing.
- Excellent programming and software engineering skills both for developing CPU code (Python/Mathematica, C++), GPU (CUDA/Triton) code and other modern parallel hardware.
- Ability to conduct high quality academic research, reflected in demonstratable outputs.
- Ability to teach, demonstrated by experience or assistance in teaching. Informed vision on teaching and learning within your own discipline. Motivated to teach, contribute to teaching processes, and to develop excellent teaching skills.
- Strong cooperation skills and ability to work in an interdisciplinary team.
- Effective communication and leadership skills, including coaching and mentoring of students and staff, leading a project or chairing a group.
- Excellent (written and verbal) proficiency in English.
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:
- An 18-month contract as Assistant Professor which can become permanent after 12 months on the same employment level upon successful evaluation.
- The opportunity to focus your career on education, research or impact. You can develop your personal ambitions and objections within the strategic objectives of the university.
- Salary in accordance with the Collective Labour Agreement for Dutch Universities, scale 11 (min. €4492, max. €6148 gross per month).
- A year-end bonus of 8.3% and annual vacation pay of 8%.
- A dedicated mentoring program to help you get to know the university and the Dutch (research) environment.
- High-quality training programs for academic leadership and teaching.
- An excellent technical infrastructure, on-campus children's day care and sports facilities.
- Partially paid parental leave and an allowance for commuting, working from home and internet costs.
- A Staff Immigration Team is available for international candidates, as are a tax compensation scheme (the 30% facility) and partner career support.
Informatie en sollicitatie
About us
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.
Curious to hear more about what it's like as a professor at TU/e? Please view the video.
Information
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Application
We invite you to submit a complete application.
The application should include a:
- Cover letter in which you describe your motivation and qualifications for the position.
- Curriculum vitae, including a list of your publications and the contact information of three references.
- Description of your scientific interests and plans (1-2 pages).
- Statement of your teaching goals and experience (1-2 pages).
We look forward to receiving your application and will screen it as soon as possible. The vacancy will remain open until the position is filled.
SalarisomschrijvingHet salaris bedraagt €4492 - €6148
Dienstverband: parttime Type vacature: Intern Vaardigheden- Je beheerst Engels
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