Choose timezone
Your profile timezone:
How to do ultrafast Deep Neural Network inference on FPGAs
→
Europe/Zurich
Y16-G-15 (University of Zurich, Campus Irchel)
Y16-G-15
University of Zurich, Campus Irchel
Physik Institut, UZH
Building 16/36 (entrance for both is building 36)
Winterthurerstrasse 190
8057 Zurich
, ,
Description
A key component in autonomous vehicle and fast triggering systems, learn how FPGAs do real-time DNN inference in this hands-on course. Topics include:
- Model compression and quantization
- High-level synthesis
- Firmware implementation
- Model acceleration on cloud FPGAs
The class is given by Dr. Jennifer Ngadiuba (CERN) and Dr. Dylan Rankin (MIT) and consists of half a day of lectures as well as a hands-on sessions.
You'll learn how to compress and synthesise your own TensorFlow model, as well as implement it on a Xilinx FPGA on the Amazon cloud.
The course is targeted at PhD, Postdocs and Professors, but others will be allowed to participate if there are available places.
The lectures and hands-on session will take place at the UZH Irchel Campus in the Physik Institut (building 36)
All course material can be found as attachments to the timetable, or at
https://github.com/FPGA4HEP/course_material
Upload your plot here:
https://cernbox.cern.ch/index.php/s/70rnEFKLh4dU37m
Organizers:
Thea Aarrestad (UZH)
Jennifer Ngadiuba (CERN)
Dylan Rankin (MIT)
Maurizio Pierini (CERN)
Ben Kilminster (UZH)
Thea Årrestad
Participants
Alberto Zucchetta
Alessandro Manfredini
Alexander Malafeev
Alexey Gronskiy
Alvaro Lopez Garcia
Anatolii Evseev
Andre Sznajder
Andrea Bettati
Andres Upegui
Arash Jofrehei
Ashraf Mohamed
Balint Radics
Ben Carlson
Ben Kilminster
Carlos Abellan Beteta
Chiara Capelli
Cristiano Sebastiani
Daniel Krefl
Daniel Spitzbart
Daniela Schaefer
Daniele Bonacorsi
Davide Valsecchi
Dejan Golubovic
Dionysios Diamantopoulos
Dylan Sheldon Rankin
Ekaterina Kuznetsova
Francisco Yumiceva
Gabriel Facini
Gabriel Palacino
Gael Touquet
Gian Michele Innocenti
Guillermo Jose Loustau De Linares
Harleen Hanspal
Hualin Mei
Huilin Qu
Iacopo Longarini
Iaroslava Bezshyiko
Iordan Doytchinov
Jennifer Ngadiuba
Jeremiah Harmsen
Joao Vitor Viana Barbosa
Joerg Stelzer
Johannes Martin Wuthrich
Jonas Eschle
Jory Sonneveld
Karol Hennessy
Kim Albertsson
Klaus-Ulrich Miltenberger
Krunal Bipin Gedia
Lars Gerchow
Leonardo Cristella
Loriano Storchi
Lucas Santiago Borgna
Luigi Sabetta
Lukas Arnold
Lukasz Janyst
Lukasz Kreczko
Manuel Rodriguez
Manuel Sommerhalder
Marco Pocaterra
Marko Jerčić
Michael Aaron Kagan
Miles Timpe
Mirko Mariotti
Miroslaw Marszalek
Mitra Purandare
Nadezda Chernyavskaya
Nadir Daci
Nikola Poljak
Owen Colegrove
Philip Chang
Pieter Everaerts
Pinar Ezgi Çöl
Prasenjit Saha
Ralf Erik Rossel
René BEUCHAT
Riccardo Travaglini
Sascha Liechti
Sebastian Templ
Serena Farina
Simone Francescato
Stefano Carrazza
Stefano Giagu
Stephane Cooperstein
Steven Lee
Thea Aarrestad
Thomas Owen James
Tommaso Diotalevi
Vadym Denysenko
Valentin Y Kuznetsov
Varun Nagpal
Vladimir Loncar
Wendi Deng
Wolfgang Waltenberger
Yanina Biondi
