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Bücher von Wannes Meert

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  • von Marian Verhelst, Nimish Shah & Wannes Meert
    74,00 €

    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.

  • von Marian Verhelst, Laura Isabel Galindez Olascoaga & Wannes Meert
    58,00 €

  • - Learning, Inference and Use Cases
    von Marian Verhelst, Laura Isabel Galindez Olascoaga & Wannes Meert
    76,00 €

    This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them.

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