Postdoc in Machine Learning Optimization and Fpga
il y a 2 semaines
**Postdoc in machine learning optimization and FPGA acceleration**:
- Employer- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg- Location- Luxembourg- Salary- Negotiable- Closing date- 4 Jun 2024- Discipline
Computing, Engineering
Job Type
Postdoctoral
Employment - Hours
Full time
Duration
Fixed term
Qualification
PhD
Sector
Academia- You need to sign in or create an account to a job.
- Job Details
- Company
**Job Details**:
**About the SnT...**
The University of Luxembourg is seeking to hire a highly motivated and outstanding researcher in the area of machine learning optimization for physical layer applied to satellite communications in its Interdisciplinary Centre of Security and Trust (SnT), within the Signal Processing and Communications (SigCom) research group, led by Prof. Symeon Chatzinotas.
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...**
This is a fully funded postdoc position for 2 years within an ESA project (TANNDEM-Demodulator based on Artificial Neural Network). Therefore, the objectives of the postdoc are defined in accordance with the TANNDEM directions toward reducing complexity and resources in the receiver, as well as increasing the performance for integrating satellites on 5G networks. More precisely, the work aims at designing artificial neural networks for different functionalities in the physical layer.
- Design machine learning models to reduce the computational complexity and power consumption of several physical layer processing blocks of the receiver, such as decoding, channel estimation, and demodulation
- Ensure the ML models reduce the complexity while maintaining satisfactory performance in terms of throughput and bit-error-rate
- Identify the most suitable metrics to evaluate the machine learning models considering the system performance
- Implementing and developing a software and/or hardware testing environment to compare and evaluate the proposed techniques and architectures
- Disseminating results through scientific publications and conferences
- Contribute to the different research projects, either coordinating technical contributions and/or preparing project deliverables
- Preparing new research proposals to attract industrial, national, and European projects
- Eventually providing assistance in the supervision of PhD students
**Your Profile...**
- A PhD degree in Telecommunication Engineering, or Electrical Engineering or Computer Science/engineering with a focus on wireless communications and AI/ML tools and methods
- Experience in signal processing for wireless communications algorithms. Especially strong knowledge of the physical layer (tasks such as decoding, demodulation, and estimation)
- Background in optimization theory
- Experience using machine learning to solve/improve physical layer processing tasks, especially decoding
- Practical experience in using FPGA accelerators such as Versal to train/evaluate AI/ML models
- Sound publication track record in relevant international conferences and top journals in the following research areas (at least one IEEE Transaction publication is mandatory)
- Strong programming skills in MATLAB, Python/TensorFlow/Sionna. Others, like C/C++, are a plus but not mandatory
- International experience is desirable
- Experience working with industrial or public-funded research projects is highly desirable
- Highly committed, excellent team worker, and strong critical thinking skills
- Excellent written and verbal communication skills in English
**Here's what awaits you at SnT...**
- ** 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 55 industry partners
- ** 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
Find out more about us
Applications should include:
- Curriculum Vitae, including:
- Contact address
- For each degree received or currently enrolled in, provide the degree, insitution nam, institution city and country, and start/end date (or expected date) of graduation. Include the title and short summary of your PhD Thesis and supervisor name (and Bachelor / Master Thesis if you did one)
- If you do not have yet received your PhD but will do soon, please include a tentative graduation date
- List of publications (authors, title, journal/conference name and date of publication). Provide a link in case of open access
- Name, affiliation and contact details of three referees
The University of Luxembourg embraces inclusi
-
Postdoc Machine Learning for Dynamic 6g Networks
il y a 4 semaines
Luxembourg Springer Nature Temps plein**Postdoc Machine Learning for Dynamic 6G Networks Optimization**: - Employer- University of Luxembourg- Location- Luxembourg, Luxembourg (Canton)- Salary- Negotiable- Closing date- 21 May 2024- Discipline Engineering Job Type Postdoctoral Employment - Hours Full time Duration Fixed term Qualification PhD Sector Academia- You need to sign in or...
-
Machine Learning Scientist, Ats Machine Learning
il y a 4 semaines
Luxembourg Amazon Services Europe SARL (LU) - A61 Temps pleinPhD, or a Master's degree and experience in CS, CE, ML or related field - Experience in patents or publications at top-tier peer-reviewed conferences or journals - Experience programming in Java, C++, Python or related language - Experience in any of the following areas: algorithms and data structures, parsing, numerical optimization, data mining, parallel...
-
Senior Applied Scientist, Machine Learning and
il y a 4 semaines
Luxembourg Amazon EU SARL Temps pleinPhD in Computer Science, AI, Mathematics, or Statistics with specialization in ML (alternatively, MSc. and 5+ years in a ML scientist role). - Deep knowledge of fundamentals, and the state-of-the art, in relevant areas of ML. - 5+ years of hands-on experience in ML research and ML systems. - 3+ years of experience, and strong expertise, in any of: - Graph...
-
Research Associate
il y a 2 semaines
Luxembourg Université du Luxembourg Temps plein**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...
-
Postdoc in 6g Radio Access Network Design and
il y a 4 semaines
Luxembourg Springer Nature Temps plein**Postdoc in 6G Radio Access Network Design and Optimization**: - Employer- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg- Location- Luxembourg- Salary- Negotiable- Closing date- 14 Mar 2024- Discipline Computing, Engineering Job Type Postdoctoral Employment - Hours Full time Duration Fixed term ...
-
Postdoc in Advanced Research On Artificial
il y a 4 semaines
Luxembourg Springer Nature Temps plein**Postdoc in Advanced Research on Artificial Intelligence**: - Employer- Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg- Location- Luxembourg- Salary- Negotiable- Closing date- 21 Feb 2024- Discipline Computing, Engineering Job Type Postdoctoral Employment - Hours Full time Duration Fixed term ...
-
Phd in Ai/machine Learning for Medical Image
il y a 5 jours
Luxembourg Université du Luxembourg Temps pleinThe **Luxembourg Centre for Systems Biomedicine (LCSB)** is an interdisciplinary research centre of the University of Luxembourg. We conduct fundamental and translational research in the field of Systems Biology and Biomedicine - in the lab, in the clinic and _in silico_. We focus on neurodegenerative processes and are especially interested in Alzheimer’s...
-
Postdoc in Network Communications
il y a 4 semaines
Luxembourg Springer Nature Temps plein**PostDoc in Network Communications**: - Employer- University of Luxembourg- Location- Luxembourg- Salary- Negotiable- Closing date- 14 Mar 2024- Discipline Computing, Engineering, Mathematics, Physics Job Type Postdoctoral Employment - Hours Full time Duration Fixed term Qualification PhD Sector Academia- You need to sign in or create an account...
-
Postdoc in The Research Group Computational
il y a 4 semaines
Luxembourg Université du Luxembourg Temps pleinThe** University of Luxembourg** is an **international research** university with a distinctly **multilingual** and **interdisciplinary** character. The University was founded in 2003 and counts more than 6,700 students and more than 2,000 employees from around the world. The University’s faculties and interdisciplinary centres focus on research in the...
-
PostDoc in Network Communications
il y a 1 mois
Luxembourg Université du Luxembourg Temps pleinThe University | About us...The University of Luxembourg is an international research university with a distinctly multilingual and interdisciplinary character. The University was founded in 2003 and counts more than 6,700 students and more than 2,000 employees from around the world. The University's faculties and interdisciplinary centres focus on research...
-
PostDoc in Network Communications
il y a 3 semaines
Luxembourg, Luxembourg Université du Luxembourg Temps pleinThe University | About us...The University of Luxembourg is an international research university with a distinctly multilingual and interdisciplinary character. The University was founded in 2003 and counts more than 6,700 students and more than 2,000 employees from around the world. The University's faculties and interdisciplinary centres focus on research...
-
R&D in AI/Machine Learning for Image Analysis
il y a 1 mois
Esch-sur-Alzette, Luxembourg Université du Luxembourg Temps pleinAbout us...The Luxembourg Centre for Systems Biomedicine (LCSB) is an interdisciplinary research centre of the University of Luxembourg. We conduct fundamental and translational research in the field of Systems Biology and Biomedicine - in the lab, in the clinic and in silico. We focus on neurodegenerative processes and are especially interested in...
-
Research Scientist, Science and Technology
il y a 1 semaine
Luxembourg Amazon EU SARL Temps pleinPhD in Operations Research, Machine Learning, Statistics, Applied Mathematics, Engineering, Computer Science or other field related to algorithms. - Excellent written and verbal communication skills. Ability to communicate at a level appropriate to the audience. - Experience designing and implementing models and algorithms for one or more 1) Combinatorial...
-
R&D in AI/Machine Learning for Medical Image Computing
il y a 1 mois
Luxembourg, Esch-sur-Alzette Université du Luxembourg Temps pleinThe University | About us...The University of Luxembourg is an international research university with a distinctly multilingual and interdisciplinary character. The University was founded in 2003 and counts more than 6,700 students and more than 2,000 employees from around the world. The University's faculties and interdisciplinary centres focus on research...
-
Learning and Development Analyst
il y a 2 semaines
Luxembourg, Luxembourg Cargolux Airlines International SA Temps pleinTASK RESPONSIBILITIES:Conduct learning needs assessments in partnership with managers and Business Partners. Identify skills gaps and performance improvement opportunities to create targeted learning solutions.Design learning content, define and develop structured learning journeys for job roles and functions aligning learning content directly with the...
-
Learning and Development Analyst
il y a 2 semaines
Luxembourg Cargolux Airlines International SA Temps pleinTASK RESPONSIBILITIES:Conduct learning needs assessments in partnership with managers and Business Partners. Identify skills gaps and performance improvement opportunities to create targeted learning solutions.Design learning content, define and develop structured learning journeys for job roles and functions aligning learning content directly with the...
-
Learning and Development Analyst
il y a 4 semaines
Luxembourg Cargolux Temps pleinTASK RESPONSIBILITIES: Conduct thorough learning needs assessments in partnership with managers and Business Partners. Identify skills gaps and performance improvement opportunities to create targeted learning solutions. Design learning content, define and develop structured learning journeys for job roles and functions aligning learning content directly...
-
Postdoc in Physics
il y a 4 jours
Luxembourg, Luxembourg Université du Luxembourg Temps pleinThe University | About us...In the framework of an FNR funded project we will investigate the fundamental limitations of chalcopyrite thin film solar cells in order to improve their efficiency. Thin film solar cells provide the electricity source with the lowest greenhouse gas emissions. Your Role...The postdoc will be a member of the Department of Physics...
-
Senior Applied Scientist, Science and Technology
il y a 1 mois
Luxembourg Amazon Europe Core SARL - LUX Temps pleinPhD in Operations Research, Machine Learning, Statistics, Applied Mathematics, Computer Science or other field related to algorithms and data. Excellent written and verbal communication skills. Experience with some programming language (Java/python/C++) **Research experience in one or more**: Combinatorial optimization problems (e.g., scheduling, vehicle...
-
Research Associate
il y a 5 jours
Luxembourg Université du Luxembourg Temps pleinThe University of Luxembourg is seeking to hire a highly motivated and an outstanding researcher in the area of optimization performance of interference-limited wireless communication systems for its Interdisciplinary Centre of Security and Trust (SnT), within the Signal Processing and Communications (SigCom) research group, led by Prof. Björn Ottersten and...
