The revolutionary impact of advances in artificial intelligence on
consumer and industrial electronics has significantly increased the
demand for specialized processing units for AI workloads. AI-Processor
Electronics: Basic Technology of Artificial Intelligence explores the
principles and technology behind these processors, which perform fast,
energy-efficient data processing and complex computations. The book
begins with an overview of AI, machine learning, and deep learning,
and a brief introduction to digital computer electronics. It
highlights the limitations of traditional CPUs in modern AI,
discussing parallel computing and AI-optimized hardware that are
specially tailored and adapted to meet AI requirements. The book then
covers various AI processors, including graphical, tensor, neural,
convolutional neural network, vision, sparse neural network, graph
analytics, associative memory, and quantum processing units. Key
features: Provides a review of the physics of operation of a diverse
variety of representative AI processors, and the key concepts and
innovations underlying their development Covers the underlying
principles, technologies, opportunities and future prospects
Highlights the inadequacies of general-purpose processors in meeting
the computationally intensive needs of artificial intelligence
workloads Elucidates the use of parallel processing architecture in
simultaneously performing multiple calculations across data streams
Explores the concepts of neuromorphic and quantum computing to address
the growing demands of big data in AI
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Basic technology of artificial intelligence
Produktdetaljer
ISBN
9780750362597
Publisert
2025
Utgiver
Ingram Publisher Services UK- Academic
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter