{"product_id":"hardware-aware-probabilistic-machine-learning-models-laura-isabel-galindez-olascoaga-9783030740443","title":"Hardware-Aware Probabilistic Machine Learning Models: Learning, Inference and Use Cases","description":"\u003cp\u003eThis book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate the impact that a specific device configuration may have on resource consumption and performance of the machine learning task, with the overarching goal of balancing the two optimally. \u003c\/p\u003e \u003cp\u003eThe book first motivates extreme-edge computing in the context of the Internet of Things (IoT) paradigm. Then, it briefly reviews the steps involved in the execution of a machine learning task and identifies the implications associated with implementing this type of workload in resource-constrained devices. The core of this book focuses on augmenting and exploiting the properties of Bayesian Networks and Probabilistic Circuits in order to endow them with hardware-awareness. The proposed models can encode the properties of various device sub-systems that are typically not considered by other resource-aware strategies, bringing about resource-saving opportunities that traditional approaches fail to uncover.\u003c\/p\u003e \u003cp\u003eThe performance of the proposed models and strategies is empirically evaluated for several use cases. All of the considered examples show the potential of attaining significant resource-saving opportunities with minimal accuracy losses at application time. Overall, this book constitutes a novel approach to hardware-algorithm co-optimization that further bridges the fields of Machine Learning and Electrical Engineering.\u003cb\u003e\u003ci\u003e \u003c\/i\u003e\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Laura Isabel Galindez Olascoaga, Wannes Meert, Marian Verhelst\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3030740447\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783030740443\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/21\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 163\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.56lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.38d","brand":"Laura Isabel Galindez Olascoaga","offers":[{"title":"Paperback","offer_id":44123358134527,"sku":"9783030740443","price":64.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_05b7e4f3-0dec-4e1c-ad6b-7c11c23bf20e.jpg?v=1687430431","url":"https:\/\/www.whiterainbookhouse.com\/products\/hardware-aware-probabilistic-machine-learning-models-laura-isabel-galindez-olascoaga-9783030740443","provider":"WR Book House","version":"1.0","type":"link"}