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Accelerating Convolutional Neural Networks with High-Level Synthesis

Rossi, Simone

Accelerating Convolutional Neural Networks with High-Level Synthesis.

Rel. Luciano Lavagno, Luca Carloni. Politecnico di Torino, Corso di laurea magistrale in Ingegneria Elettronica (Electronic Engineering), 2018

Abstract:

With this thesis, we investigate the use of FPGAs as an alternative hardware platform and we propose an architecture for accelerating critical operations (convolutional layers) while maintaining full compatibility with Caffe deep learning framework.

Relators: Luciano Lavagno, Luca Carloni
Academic year: 2017/18
Publication type: Electronic
Number of Pages: 85
Additional Information: Tesi secretata. Full text non presente
Subjects:
Corso di laurea: Corso di laurea magistrale in Ingegneria Elettronica (Electronic Engineering)
Classe di laurea: New organization > Master science > LM-29 - ELECTRONIC ENGINEERING
Ente in cotutela: EURECOM - Telecom Paris Tech (FRANCIA)
Aziende collaboratrici: UNSPECIFIED
URI: http://webthesis.biblio.polito.it/id/eprint/7574
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