Custom memory design for ML applications

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22/11/2022
Custom memory design for ML applications
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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
  [email protected]
  

• 
  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: [email protected] .

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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