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8 décembre 2020

Post-doctoral position (24 months) on Data Sciences applied to physics

Catégorie : Post-doctorant




Yncréa Ouest/ISEN is a French major engineering school, specialized in digital sectors, recognized by the Ministry of Education and accredited by the CTI (the French national engineering qualification board). The mission of our dedicated teaching and administrative team is to provide students with a 5-year general engineering qualification, specializing in digital technologies.
Based in Brest, Nantes, Caen and Rennes, our 4 campuses offer engineering programs in embedded electronics, Internet of Things, mobile robotics, artificial intelligence, business engineering, bio technologies, energy and sustainable development. Our school has experienced/registered a strong growth for a few years.
With more than 40 members, our research laboratory L@bISEN focuses on smart and autonomous systems (information processing and decision, sensors network, energy). Our laboratory is most dynamic, with publications in top-ranked journals.
In this context, we are recruiting a postdoctoral fellow for 24 months in Brest in the field of Data Sciences.
The work consists in acquiring and analyzing hyperspectral and polarimetric images of the objects of interest. The acquisition of data constitutes the basis of the post-doctorate duties.
The analysis constitutes the originality of this post-doctorate, a two-step approach will be considered. A first step will be dedicated to the development of an Artificial Intelligence method (Machine Learning, Deep Learning) for image processing to obtain preliminary characterizations of objects. AI can give good results without really understanding why, such as black boxes. Which is a real problem for many sectors (e.g. medical sector where intelligibility of the diagnosis is required). The second step will then be dedicated to the development of intelligible physical modeling.
At the end of these two steps, we should better understand the very complex nature of hyperspectral and polarimetric images.
Delivering explained data science models. This includes data preparation, data visualization, exploratory analysis and software development related to data science.
The candidate holds a PhD in Artificial Intelligence, Data Science, Applied Physics and/or Mathematics or a related discipline. She/he should:
• Have an aptitude for developing methods for optical experimentation and image processing.
• Be independent in organizing their work, a spirit of initiative and creativity. A taste for teaching is also an appreciated skill for the position (some lectures to our students could be proposed).
This position is funded by the Brittany region (SAD). The candidate must have spent at least 18 months outside France during the last 3 years.
Application and deadlines
To apply, please send your CV and a cover letter.
Starting date: as soon as possible.
The post-doctoral position may be converted into a full-time research/teaching position in our institution at the end of the contract.
• Marwa Elbouz, marwa.el-bouz@yncrea.fr professor/researcher in signal/image processing, head of LSL team
• Josselin Aval, josselin.aval@yncrea.fr, professor/researcher in signal/image processing

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