Machine Intelligence in Design Automation
by Rohit Sharma
Language: English
Publisher: Not specified
Dimensions: 6 x 0.55 x 9 inches
ISBN-10: 1980554358
ISBN-13: 978-1980554356
Publication Date: March 13, 2018
Print Length: 219 pages
Description:
This book offers a practical guide to leveraging modern machine intelligence techniques for solving electronic design automation (EDA) problems. It includes detailed step-by-step instructions on developing commercial-grade design applications using Python and TensorFlow, covering topics such as resistance estimation, capacitance estimation, cell classification, and more. The content is based on datasets extracted from designs at the 20nm level, providing real-world insights into EDA challenges. Intended for a wide range of readers including design automation engineers, managers, executives, research professionals, graduate students, machine learning enthusiasts, EDA and CAD developers, mentors, and those with a general interest in the field, this book serves as both an introduction for beginners and a comprehensive reference for intermediate users. For experts, it provides a valuable source of advanced knowledge and techniques.
