In recent years the popularity of machine learning methods has increased dramatically. CSEM has a long experience in this field with technologies that have now reached the market. Huge advancements have taken place in image analysis and natural language processing. In particular the usage of Recurrent Neural Networks has reported ground breaking results in natural language processing. The application of RNN methods has so far been mainly concentrated in audio signals, and the field of multi-dimensional data and temporally correlated image sequences are exciting new areas of research. Modelling temporal processes can offer new insights in to problems in Industrial Production, Remote Sensing and Earth Observation. This thesis project will develop methodologies for modelling multi-dimensional time-based data sets using neural networks.
Your mission
The work of the PhD student will revolve around the design of appropriate model architectures and efficient training methods. The candidate will have the opportunity to explore a variety of data sets with direct industrial applications while working in close contact with the Institute of Machine Learning at ETH Zurich and R&D divisions at CSEM to drive the research toward practical industrial needs.
Your responsibility will also include to:
Your profile
We offer
CSEM offers a stimulating and multidisciplinary work environment with the opportunity to benefit from an intensive supervision for your thesis and to develop your analog/mixed signal design skills. Moreover, depending on the results, there might be an option to become co-author of a conference/journal paper. Finally, you will have the opportunity to benefit from excellent social security conditions and to evolve within a multicultural company which clearly promotes an employee-driven culture.
We look forward to receiving your complete application file. Preference will be given to professionals applying directly.
A611
The high-tech activities of CSEM
range at swiss and international levels
from applied research to the development
of industrial products. The high degree of expertise
of our staff is our strength.
CSEM is a private research, technology and innovation center specializing in microtechnology, microelectronics, system engineering and renewable energy systems. It offers its customers and industry partners custom-made innovative solutions. Our strength is the excellence of our people.
The Robotics & Automation group of Center Alpnach is currently looking for a: