Télécharger le livre :  Towards Heterogeneous Multi-core Systems-on-Chip for Edge Machine Learning
Ajouter à ma liste d'envies
This book explores and motivates the need for building homogeneous and heterogeneous multi-core systems for machine learning to enable flexibility and energy-efficiency. Coverage focuses on a key aspect of the challenges of (extreme-)edge-computing, i.e., design of...

Editeur : Springer
Parution : 2023-09-15

PDF, ePub

126,59
Télécharger le livre :  Efficient Execution of Irregular Dataflow Graphs
Ajouter à ma liste d'envies
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...

Editeur : Springer
Parution : 2023-07-13

PDF, ePub

63,29
Télécharger le livre :  Hardware-Aware Probabilistic Machine Learning Models
Ajouter à ma liste d'envies
This 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...

Editeur : Springer
Parution : 2021-05-19

PDF, ePub

63,29
Télécharger le livre :  Analog-and-Algorithm-Assisted Ultra-low Power Biosignal Acquisition Systems
Ajouter à ma liste d'envies
This book discusses the design and implementation aspects of ultra-low power biosignal acquisition platforms that exploit analog-assisted and algorithmic approaches for power savings.The authors describe an approach referred to as “analog-and-algorithm-assisted” signal...

Editeur : Springer
Parution : 2019-01-02
Collection : Analog Circuits and Signal Processing
PDF, ePub

94,94
Télécharger le livre :  Embedded Deep Learning
Ajouter à ma liste d'envies
This book covers algorithmic and hardware implementation techniques to enable embedded deep learning. The authors describe synergetic design approaches on the application-, algorithmic-, computer architecture-, and circuit-level that will help in achieving the goal of...

Editeur : Springer
Parution : 2018-10-23

PDF, ePub

94,94