Research Scientist in Computational Physics and Machine Learning
2 dagen geleden
The NanoComputing Research Lab in the Department of Electrical Engineering at the Eindhoven University of Technology is seeking a highly skilled Research Scientist to join our team and contribute to a cutting-edge project that formalizes the synergy between physics, information theory, and machine learning.
Project OverviewThe project aims to investigate the link between statistical physics, the theory of learning, and computing with Oscillatory Neural Networks (ONNs). ONNs represent a bridge between physics and machine learning, demonstrating emergent computational properties through the dynamics of coupled oscillators. The successful candidate will rigorously investigate the computation model of ONNs, described through the Ising model, and explore its applications in solving combinatorial optimization problems.
Key Responsibilities- Investigate the theoretical formalisms between statistical physics, learning, and computing with ONNs.
- Utilize the Ising model to deepen the understanding of physical learning and self-organization in ONNs.
- Apply findings to address real-world challenges in weather forecasting and combinatorial optimization.
- Collaborate with a multidisciplinary team to advance the project's objectives.
- Mentor and provide support to junior team members.
- Ph.D. in Physics, Machine Learning, or a related field.
- Expertise in machine learning, physics, and graph theory.
- Background in mathematics and computational physics is highly desired.
- Proven research experience in interdisciplinary projects.
- Strong analytical and problem-solving skills.
- Excellent communication and collaboration abilities.
- Excellent programming skills and proficiency in relevant software tools.
- A meaningful job in a dynamic and ambitious university with the possibility to present your work at international conferences.
- A full-time employment for one year in a research group with an excellent reputation, with an intermediate evaluation after one year for extension.
- Salary in accordance with the Collective Labour Agreement for Dutch Universities, scale 10 (min. €3,877 max. €5,090).
- Additionally, an annual holiday allowance of 8% of the yearly salary, plus a year-end allowance of 8.3% of the annual salary.
- A broad package of fringe benefits, including an excellent technical infrastructure, moving expenses, and savings schemes.
- Family-friendly initiatives are in place, such as an international spouse program, and excellent on-campus children day care and sports facilities.
- A TU/e Postdoc Association that helps you to build a stronger and broader academic and personal network, and offers tailored support, training and workshops.
- A Staff Immigration Team is available for international candidates, as are a tax compensation scheme (the 30% facility) and a compensation for moving expenses.
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Eindhoven, Noord-Brabant, Nederland Eindhoven University of Technology VoltijdJob DescriptionThe Eindhoven University of Technology is seeking a highly skilled Research Scientist to join our dynamic team in the NanoComputing Research Lab. We are currently working on a cutting-edge project that formalizes the synergy between physics, information theory, and machine learning, particularly focusing on computing with Oscillatory Neural...
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Eindhoven, Noord-Brabant, Nederland Eindhoven University of Technology VoltijdAbout the PositionThe Eindhoven University of Technology is seeking a highly skilled and motivated Research Scientist to join our dynamic team in the NanoComputing Research Lab. As a key member of our interdisciplinary research group, you will contribute to a cutting-edge project that formalizes the synergy between physics, information theory, and machine...
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