Machine Learning Applications in Electronic Design Automation

​This book serves as a single-source reference to key machine learning (ML) applications and methods in digital...
$407.65 AUD
$407.65 AUD
SKU: 9783031130731
Product Type: Books
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Author: Haoxing Ren
Format: Hardcover
Language: English
Subtotal: $407.65
Machine Learning Applications in Electronic Design Automation by Ren, Haoxing

Machine Learning Applications in Electronic Design Automation

$407.65

Machine Learning Applications in Electronic Design Automation

$407.65
Author: Haoxing Ren
Format: Hardcover
Language: English

​This book serves as a single-source reference to key machine learning (ML) applications and methods in digital and analog design and verification. Experts from academia and industry cover a wide range of the latest research on ML applications in electronic design automation (EDA), including analysis and optimization of digital design, analysis and optimization of analog design, as well as functional verification, FPGA and system level designs, design for manufacturing (DFM), and design space exploration. The authors also cover key ML methods such as classical ML, deep learning models such as convolutional neural networks (CNNs), graph neural networks (GNNs), generative adversarial networks (GANs) and optimization methods such as reinforcement learning (RL) and Bayesian optimization (BO). All of these topics are valuable to chip designers and EDA developers and researchers working in digital and analog designs and verification.




Author: Haoxing Ren
Publisher: Springer
Published: 01/02/2023
Pages: 583
Binding Type: Hardcover
Weight: 2.22lbs
Size: 9.21h x 6.14w x 1.31d
ISBN: 9783031130731

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