Übersicht			Auf mobile öffnen

Lieferstatus:	i.d.R. innert 7-14 Tagen versandfertig
Veröffentlichung:	Juli 2023
Genre:	Naturwissensch., Medizin, Technik
	EdgeAI / Eingebettete Systeme / Hardware/SoftwareCodesign / hardwareforirregulargraphs / hardwareforprobabilisticinference / hardwareforsparsematrixoperations / Maschinelles Lernen / parallelcomputerarchitecture
ISBN:	9783031331350
EAN-Code:	9783031331350
Verlag:	Springer
Einband:	Gebunden
Sprache:	English
Dimensionen:	H 241 mm / B 160 mm / D 15 mm
Gewicht:	424 gr
Seiten:	168
Bewertung:	Titel bewerten / Meinung schreiben

Inhalt:

This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artificial intelligent (AI) models and sparse linear algebra. Specifically, the book outlines several co-optimized hardware-software solutions for a highly promising class of emerging sparse AI models called Probabilistic Circuit (PC) and a similar sparse matrix workload for triangular linear systems (SpTRSV). The authors describe optimizations for the entire stack, targeting applications, compilation, hardware architecture and silicon implementation, resulting in orders of magnitude higher performance and energy-efficiency compared to the existing state-of-the-art solutions. Thus, this book provides important building blocks for the upcoming generation of edge AI platforms.