Multi-LSTM Acceleration and CNN Fault Tolerance
Licentiate thesis, 2021
Compression
SVD
LSTMs
CNNs
Fault Tolerance
Machine Learning
FPGA
Roofline Model
HLS
Caffe
Author
Stefano Ribes
Chalmers, Computer Science and Engineering (Chalmers), Computer Engineering (Chalmers)
Included papers
Ribes S., Trancoso P., Sourdis I. and Bouganis C.-S., Mapping Multiple LSTM models on FPGAs, Int’l Conf. on Field-Programmable Technology (FPT), December, 2020
Manuscript
Ribes S. Malek A., Trancoso P., Sourdis I., Reliability Analysis of Compressed CNNs
Manuscript
Research Project(s)
Energy-efficient Heterogeneous COmputing at exaSCALE (ECOSCALE)
European Commission (EC) (EC/H2020/671632), 2015-10-01 -- 2018-12-31.
Meeting Challenges in Computer Architecture (MECCA)
European Commission (EC) (EC/FP7/340328), 2014-02-01 -- 2019-01-31.
Secure Hardware-Software Architectures for Robust Computing Systems (SHARCS)
European Commission (EC) (EC/H2020/644571), 2015-01-01 -- 2018-12-31.
Categorizing
Subject Categories
Computer Engineering
Embedded Systems
Computer Science
Computer Systems
Areas of Advance
Information and Communication Technology
Other
Publisher
Chalmers
Public defence
2021-04-15 10:00 -- 13:00
EC, EDIT-Building
Opponent: Theocharis Theocharides, University of Cyprus, Cyprus