Multi-LSTM Acceleration and CNN Fault Tolerance
Licentiate thesis, 2021

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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

Online

Opponent: Theocharis Theocharides, University of Cyprus, Cyprus

More information

Latest update

12/9/2021