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Machine learning performance researcher

Heverlee
Karlstad University
70 000 € par an
Publiée le 28 avril
Description de l'offre

TheAIdepartmentis adepartmentin theISSAexpertisecenterthatdevelopsadvanced AI solutionsinvolvingAI models, algorithms, implementations,sensorsandhardwareforsmall scaleedgeup to large scaledistributedandhybridhardware architectures.The applications domains are diverse,rangingfrom AI for science,overAI for semiconductor processtechnologiestoautomotiveand health applications.

Within this department, theOptimized AIteamfocuses on computing techniques to scaleupa wide range of AIapproachesand drive the SW-HW-Technology co-optimization.We analyze and implement AImodels and software architectures while investigating bottleneckswith the purpose ofsolvingthem at algorithmic, implementation and/or hardware level, in close collaboration withimec’sarchitecture and technology groups.

Join usif youlove to deeply understand how various AI algorithms work and how to implement them efficiently on a wide range of existing and upcoming hardware.Help uspush the boundaries of AIcompute, collaborating with industry leaders, and helping to develop the next generation ofAI algorithms& systems.


What you will do

* You explore newalgorithms/optimizationsfor customarchitecturesto enable SW-HW codesignand help shape our activities around this.
* Youunderstand and optimize performance ofvarious(local and distributed)AIand hybrid AIapplications,frameworks,algorithmsand libraries.
* Youguide andhelpdevelopmini-applicationsthat embodykeyAIworkloads by combining multiple underlying kernels and the key data communications between them.
* Youguideand helpanalysisand optimization ofthe performance ofmini-applicationsonbothexisting hardware and simulated novel hardwareand use the outcomes for further hardware/software explorations.
* You follow up on progress within research projects and are able tocommunicate the accomplished / in-process work to internal and external stakeholders and adaptdirectionswhere needed.


What we do for you

We offer you the opportunity to join one of the world’s premier research centers in nanotechnology at its headquarters in Leuven, Belgium. With your talent, passion and expertise, you’ll become part of a team that makes the impossible possible. Together, we shape the technology that will determine the society of tomorrow.

We are committed to being an inclusive employer and proud of our open, multicultural, and informal working environment with ample possibilities to take initiative and show responsibility. We commit to supporting and guiding you in this process; not only with words but also with tangible actions. Through imec.academy, 'our corporate university', we actively invest in your development to further your technical and personal growth.

We are aware that your valuable contribution makes imec a top player in its field. Your energy and commitment are therefore appreciated by means of a market appropriate salary with many fringe benefits.


Who you are

* You have a PhD,preferablein ComputerScience, Engineering,Mathematics, or equivalent.
* You have a strong background with paralleland distributedprogrammingmodels andhigh-performancecomputing techniquesand machine learning models.
* Practical experienceintheprogrammingofhigh-performancecomputing of AI and/or scientific computingapplications or libraries.
* Strong background inalgorithmicoptimization techniqueslike quantization, pruning, and distributed training methodologies.
* You have experienceusingperformance analysis tools, and hardware optimization techniques.
* You have experience with modern Deep Learning Frameworks (PyTorch,Tensorflow, Jax)and proven ability of CUDA and Python programming.
* Knowledge of,or prior experience with,optimizingAI for AI Compute Architecturesis a plus.
* You are a team player and havestrong communicationskills.
* Your English is fluent, both speaking and writing.

IMEC and its affiliates will not accept unsolicited resumes from any source other than directly from a candidate. IMEC will consider unsolicited referrals and/or resumes submitted by vendors such as search firms, staffing agencies, professional recruiters, fee-based referral services and recruiting agencies (hereafter “Agency”) to have been referred by the Agency free of charge. IMEC will not pay a fee to any Agency that does not have a prior written agreement with IMEC, validated by its HR department, in place regarding a specific job opening and allowing to submit resumes.


IMEC

imec is the world-leading research and innovation hub in nanoelectronics and digital technologies. The combination of our widely acclaimed leadership in microchip technology and profound software and ICTexpertiseis what makes us unique. Byleveragingour world-class infrastructure and local and global ecosystem of partners across a multitude of industries, we create ground-breaking innovation in application domains such as healthcare, smart cities and mobility,logisticsand manufacturing, and energy.
As a trusted partner for companies, start-ups, anduniversitieswe bring together close to 3,500 brilliant minds from over 70 nationalities. imec is headquartered in Leuven, Belgium and has distributed R&D groups at several Flemish universities, in the Netherlands, Taiwan, USA, China, and offices in India and Japan. All these traits make imec to be a top-class employer.

The combination of our widely acclaimed leadership in microchip technology and profound software and ICT expertise is what makes us unique.

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