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Hardware-Aware Probabilistic Machine Learning Models
Language: en
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Authors: Laura Isabel Galindez Olascoaga
Categories: Technology & Engineering
Type: BOOK - Published: 2021-05-19 - Publisher: Springer Nature

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This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate
Hardware-aware Algorithms for Efficient Machine Learning
Language: en
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Authors: Tri Dao Phuc Quang
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Type: BOOK - Published: 2023 - Publisher:

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Machine learning (ML) training will continue to grow to consume more cycles, their inference will proliferate on more kinds of devices, and their capabilities w
IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning
Language: en
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Authors: Joao Gama
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Type: BOOK - Published: 2021-01-09 - Publisher: Springer Nature

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This book constitutes selected papers from the Second International Workshop on IoT Streams for Data-Driven Predictive Maintenance, IoT Streams 2020, and First
Physics-aware, Probabilistic Machine Learning in the Small Data Regime
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Efficient Execution of Irregular Dataflow Graphs
Language: en
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Authors: Nimish Shah
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Type: BOOK - Published: 2023-08-14 - Publisher: Springer Nature

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This book focuses on the acceleration of emerging irregular sparse workloads, posed by novel artificial intelligent (AI) models and sparse linear algebra. Speci