Custom memory design for ML applications

Updated: 2 months ago
Job Type: FullTime
Deadline: 15 Dec 2022

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22/11/2022
Custom memory design for ML applications
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Where to apply
Custom memory design for ML applications
Application Deadline: 15/12/2022 23:59 - Europe/Brussels
Contact Details

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Company
KU Leuven

  • WEBSITE
    https://easyapply.jobs/r/Hdn3mzH1YxEA7H4g8E5t

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  • ORGANISATION/COMPANY
    KU Leuven

  • ORGANISATION TYPE
    Higher Education Institute

  • WEBSITE
    https://easyapply.jobs/r/Hdn3mzH1YxEA7H4g8E5t
    https://easyapply.jobs/r/ldo3nxl1YyFB7l3BS5LP

  • E-MAIL
    wim.dehaene@kuleuven.be

  • COUNTRY
    Belgium

  • CITY
    Leuven

  • POSTAL CODE
    3000

  • STREET
    Parijsstraat 72b

  • PHONE
    +32 16 32 17 19

  • MOBILE PHONE
    +32 16 32 17 19

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  • ORGANISATION/COMPANY
    KU Leuven

  • RESEARCH FIELD
    Technology

  • RESEARCHER PROFILE
    Recognised Researcher (R2)

  • APPLICATION DEADLINE
    15/12/2022 23:59 - Europe/Brussels


  • LOCATION
    Belgium › Leuven

  • TYPE OF CONTRACT
    To be defined

  • JOB STATUS
    Full-time

  • HOURS PER WEEK
    38

  • REFERENCE NUMBER
    BAP-2022-809

OFFER DESCRIPTION

  • In this PhD topic we want to study SRAM memory customization and optimization to improve the overall performance of machine learning processors.  The focus is on applications, where energy efficiency is the key figure, e.g. biomedical applications like hearing aids or intelligent IoT nodes. We want to investigate whether extending memories with advanced addressing mode e.g., will help to lower energy consumption for a given throughput. Also, the area budget should not dramatically increase. This project runs in cooperation with an industrial partner and is part of a larger research effort towards energy efficient ML processors.
  • After a literature and feasibility study you will be expected to design and validate innovative SRAM circuits and architectures in cooperation with your advisor and other members of the ML processor design team. Once the ideas are matured, we will proceed to a tape out of the circuit and test in our extensive lab. The target technology is 16 nm finFET CMOS.


More Information
Additional Information
Benefits

  • We offer a PhD scholarship up to five years (subject to positive intermediate evaluations).
  • An exciting research environment, working on the intersection between theory and implementation, in a very multi-disciplinary research environment.
  • A PhD title from a highly ranked university (after 4 to 5 years of successful research).
  • A thorough scientific education, the possibility to become a world-class researcher.
  • A KU Leuven affiliation, one of the largest research universities of Europe.
  • The possibility to participate in international conferences and collaborations, both industrial and academic.


Eligibility criteria

  • We are looking for highly motivated PhD researchers with interest in both analysis as experiments. 
  • The applicant should have a master’s degree in Electrical Engineering and should meet the minimum eligibility criteria for a PhD at KU Leuven, namely having exceptional grades as well as proficiency in English. 
  • The applicant should have a background in (not necessarily integrated) circuit design. 
  • Programming skills are also a must. Experience with EDA tools for circuit design is an asset.


Selection process

For more information please contact Prof. dr. ir. Wim Dehaene, tel.: +32 16 32 17 19, mail: wim.dehaene@kuleuven.be .

You can apply for this job no later than 15/12/2022 via the online application tool


Web site for additional job details

https://easyapply.jobs/r/ldo3nxl1YyFB7l3BS5LP


https://easyapply.jobs/r/Hdn3mzH1YxEA7H4g8E5t


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1 position(s) available at
Katholieke Universiteit te Leuven
Belgium
Leuven
3000
Open, Transparent, Merit based Recruitment procedures of Researchers (OTM-R)

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EURAXESS offer ID: 868333


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