Carte Number Systems for Deep Neural Network Architectures Vasilis Sakellariou

Number Systems for Deep Neural Network Architectures

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Legare: Carte broșată
Disponibilitate: În depozitul extern
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276.48 lei
This book provides readers a comprehensive introduction to alternative number systems for more effic...

Informații despre carte

Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2024
Pagini
108
EAN
9783031381355
ISBN
3031381351
Enbook ID
46549671
Greutate
197
Dimensiuni
168 x 240 x 7

Descriere completă

This book provides readers a comprehensive introduction to alternative number systems for more efficient representations of Deep Neural Network (DNN) data. Various number systems (conventional/unconventional) exploited for DNNs are discussed, including Floating Point (FP), Fixed Point (FXP), Logarithmic Number System (LNS), Residue Number System (RNS), Block Floating Point Number System (BFP), Dynamic Fixed-Point Number System (DFXP) and Posit Number System (PNS). The authors explore the impact of these number systems on the performance and hardware design of DNNs, highlighting the challenges associated with each number system and various solutions that are proposed for addressing them.

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