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Machine Learning Applications in Electronic Design Automation
Engelsk Hardback
Machine Learning Applications in Electronic Design Automation
Engelsk Hardback

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Om denne bog

​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.  


Product detaljer
Sprog:
Engelsk
Sider:
583
ISBN-13:
9783031130731
Indbinding:
Hardback
Udgave:
ISBN-10:
3031130731
Udg. Dato:
2 jan 2023
Længde:
0mm
Bredde:
155mm
Højde:
235mm
Forlag:
Springer International Publishing AG
Oplagsdato:
2 jan 2023
Forfatter(e):
Kategori sammenhænge