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In the rapidly evolving world of Electronic Design Automation (EDA) and Computer-Aided Design (CAD), staying ahead of the curve is paramount. The “VSD – Machine Intelligence in EDA/CAD” webinar, featuring Rohit, CEO of Paripath Inc., offers a compelling deep dive into how Machine Learning (ML) is revolutionizing these critical fields.
This comprehensive session, conducted on March 31st, 2018, begins with a foundational understanding of EDA and the core concepts of Machine Learning. Rohit expertly breaks down the different categories of ML, focusing on supervised and unsupervised learning, and then thoughtfully discusses the suitability of various frameworks – from general-purpose and big data processing to deep learning – for design automation tasks. The webinar’s strength lies in its specific focus on the intersection of ML with CAD, EDA, and VLSI flows.
A significant portion of the webinar is dedicated to the ‘Applied Theory’ of ML. This includes essential terminologies and practical data analysis techniques such as data augmentation, exploratory data analysis, normalization, and randomization. Rohit elucidates how to develop ML solutions, providing a clear roadmap for companies looking to integrate ML features into their products. The ‘pre-cursor of flight theory’ section is particularly insightful, offering a glimpse into the practical application of these concepts.
The course then moves into practical demonstrations, starting with regression, a key component of supervised learning. Attendees will explore real-world examples like resistance estimation using a dataset from 20nm technology, and capacitance estimation through polynomial regression. The session culminates with the creation of a linear classifier using logistic regression and an exploration of dimensionality reduction techniques, crucial for handling large datasets efficiently on limited hardware.
While the webinar doesn’t delve into the underlying mathematics, its practical, application-oriented approach makes it highly accessible. Rohit Sharma, with his extensive 20+ years of experience in EDA and a passion for ML, brings a wealth of knowledge and practical insights to the table. His background as the Founder and CEO of Paripath Inc., coupled with his authored books and publications, solidifies his expertise.
For anyone involved in EDA, CAD, VLSI, or looking to leverage Machine Learning in these domains, this webinar is a highly recommended starting point. It provides a solid conceptual foundation and practical examples that can significantly enhance your understanding and application of ML in your work.
Enroll Course: https://www.udemy.com/course/vsd-machine-intelligence-in-eda-cad/