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Machine Learning In Python For Process Systems Engineering - Achieve Operational Excellence Using Process Data

TORRENT SUMMARY

	Status:	All the torrents in this section have been verified by our verification system
Category:	eBooks
Infohash	c052733c0e6875f4c11b0b3909fe72034b7ae6b4
Size:	18.1 MB in 2 files
Release Date(s):	Torrent Release: 19-12-2022 by user
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DESCRIPTION

[ DevCourseWeb.com ] Machine Learning in Python for Process Systems Engineering : Achieve Operational Excellence Using Process Data

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English | 2022 | ISBN: NA | 352 Pages | PDF | 18.1 MB

This book provides a guided tour along the wide range of ML methods that have proven useful in process industry. Step-by-step instructions, supported with real process datasets, show how to develop ML-based solutions for process monitoring, predictive maintenance, fault diagnosis, soft sensing, and process control

This book provides an application-focused exposition of modern ML tools that have proven useful in process industry and hands-on illustrations on how to develop ML-based solutions for process monitoring, predictive maintenance, fault diagnosis, inferential modeling, dimensionality reduction, and process control. This book considers unique characteristics of industrial process data and uses real data from industrial systems for illustrations. With the focus on practical implementation and minimal programming or ML prerequisites, the book covers the gap in available ML resources for industrial practitioners. The authors of this book have drawn from their years of experience in developing data-driven industrial solutions to provide a guided tour along the wide range of available ML methods and declutter the world of machine learning. The readers will find all the resources they need to deal with high-dimensional, correlated, noisy, corrupted, multimode, and nonlinear process data.

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