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.