Research Associate (Postdoc) in Compact and Efficient Deep Learning for Deployment on the Edge
Université du Luxembourg
Belval, Esch-sur-Alzette, LU
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About the SnT...

SnT is a leading international research and innovation centre in secure, reliable and trustworthy ICT systems and services.

We play an instrumental role in Luxembourg by fueling innovation through research partnerships with industry, boosting R&D investments leading to economic growth, and attracting highly qualified talent.

We’re looking for people driven by excellence, excited about innovation, and looking to make a difference. If this sounds like you, you’ve come to the right place!

Your Role...

The successful candidates will join the headed by Prof. Djamila Aouada . CVI2 offers the opportunity to work on multiple projects (projects with industrial partners such as LMO, POST, ARTEC 3D and DataThings and / or national and international academic projects).

All projects require conducting full scale experiments, including real-time implementation, data acquisition, training and validation at the SnT Computer Vision Lab.

CVI2 is a group composed of highly motivated and active members.

This is a fully funded Postdoc position for 2 years (possible extension(s) up to 5 years in total). The position holder will be involved in a project funded by the Luxembourg National Research Fund (FNR).

He / she will be required to perform the following tasks :

  • Propose and develop deep learning models suitable for deployment on edge devices (e.g., FPGA )
  • Study efficient latent representations and their factors of variations
  • Investigate Neural Architecture Search (NAS) based techniques for minimal deep architectural design
  • Disseminating results through scientific publications
  • Providing guidance to PhD and MSc students
  • Providing support in setting up and running experiments in the SnT Computer Vision laboratory
  • Participating in organizing relevant workshops and demonstrations
  • Participating to teaching activities
  • Shaping research directions and producing results
  • Coordinating research projects and delivering outputs
  • Work closely with project’s stakeholders
  • Your Profile...

  • A PhD degree in Electrical Engineering, Computer Science, Applied Mathematics or a related field
  • Highly experienced in one or more of the following topics :
  • Deep learning / machine learning
  • FPGA deployment
  • Embedded systems
  • Jetson-Nano deployment
  • Experience with European projects (FP7 / H2020), national / international projects
  • Strong mathematical background
  • Commitment, team working and a critical mind
  • Strong development skills in Python, C and C++
  • Familiarity with deep learning frameworks such as PyTorch and TensorFlow
  • Fluent written and verbal communication skills in English are mandatory
  • Here’s what awaits you at SnT...

  • A stimulating learning environment. Here post-docs and professors outnumber PhD students. That translates into access and close collaborations with some of the brightest ICT researchers, giving you solid guidance
  • Exciting infrastructures and unique labs. At SnT’s two campuses, our researchers can take a walk on the moon at the LunaLab, build a nanosatellite, or help make autonomous vehicles even better
  • The right place for IMPACT. SnT researchers engage in demand-driven projects. Through our Partnership Programme, we work on projects with more than 45 industry partners
  • Multiple funding sources for your ideas . The University supports researchers to acquire funding from national, European and private sources
  • Competitive salary package . The University offers a 12 month-salary package, over six weeks of paid time off, health insurance and subsidised living and eating
  • Be part of a multicultural family . At SnT we have more than 60 nationalities. Throughout the year, we organise team-building events, networking activities and more
  • But wait, there’s more!

    In Short...

  • Contract Type : Contrat à durée déterminée 24 Mois
  • Work Hours : Full Time 40.0 Heures par Semaine
  • Location : Kirchberg
  • Internal Title : Postdoctoral researcher
  • Job Reference : UOL04944
  • The yearly gross salary for every Postdoctoral Researcher at the UL is EUR 7716708 full time

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