Difference between revisions of "Probing the limits of fake-quantised neural networks"
From iis-projects
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− | == | + | ==Introduction== |
+ | |||
Abstract of the project | Abstract of the project | ||
===Status: Available === | ===Status: Available === | ||
+ | |||
: Looking for 1 Semester/Master student | : Looking for 1 Semester/Master student | ||
: Contact: [[:User:spmatteo | Matteo Spallanzani]], [[:User:andrire | Renzo Andri (Huawei RC Zurich)]] | : Contact: [[:User:spmatteo | Matteo Spallanzani]], [[:User:andrire | Renzo Andri (Huawei RC Zurich)]] | ||
− | === | + | |
− | : | + | ===Competences=== |
− | : Knowledge of | + | |
− | + | Required: | |
− | + | * Numerical representation formats (integer, floating-point) | |
+ | * Numerical analysis | ||
+ | * Python programming | ||
+ | * C/C++ programming | ||
+ | |||
+ | Optional: | ||
+ | * Knowledge of the PyTorch deep learning framework | ||
+ | * Knowledge of digital arithmetic (e.g., two's complement, overflow, wraparound) | ||
+ | |||
===Character=== | ===Character=== | ||
+ | |||
: 20% Theory | : 20% Theory | ||
: 40% C/C++ and Python coding | : 40% C/C++ and Python coding | ||
: 40% Deep learning | : 40% Deep learning | ||
+ | |||
===Professor=== | ===Professor=== | ||
+ | |||
: [http://www.iis.ee.ethz.ch/people/person-detail.html?persid=194234 Luca Benini] | : [http://www.iis.ee.ethz.ch/people/person-detail.html?persid=194234 Luca Benini] | ||
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− | == | + | ===Practical Details=== |
− | |||
− | |||
* '''[[Project Plan]]''' | * '''[[Project Plan]]''' | ||
* '''[[Project Meetings]]''' | * '''[[Project Meetings]]''' | ||
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* '''[[Final Presentation]]''' | * '''[[Final Presentation]]''' | ||
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[[Category:2020]] | [[Category:2020]] | ||
+ | ---> | ||
− | + | [[Category:Digital]] | |
+ | [[Category:Deep Learning Projects]] | ||
[[Category:Deep Learning Acceleration]] | [[Category:Deep Learning Acceleration]] | ||
[[Category:Semester Thesis]] | [[Category:Semester Thesis]] | ||
[[Category:Master Thesis]] | [[Category:Master Thesis]] | ||
+ | [[Category:Hot]] | ||
+ | [[Category:Available]] | ||
[[Category:Spmatteo]] | [[Category:Spmatteo]] | ||
[[Category:Andrire]] | [[Category:Andrire]] | ||
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Revision as of 20:16, 24 September 2021
Contents
Introduction
Abstract of the project
Status: Available
- Looking for 1 Semester/Master student
- Contact: Matteo Spallanzani, Renzo Andri (Huawei RC Zurich)
Competences
Required:
- Numerical representation formats (integer, floating-point)
- Numerical analysis
- Python programming
- C/C++ programming
Optional:
- Knowledge of the PyTorch deep learning framework
- Knowledge of digital arithmetic (e.g., two's complement, overflow, wraparound)
Character
- 20% Theory
- 40% C/C++ and Python coding
- 40% Deep learning
Professor