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Machine learning for cloud management / Jitendra Kumar, Ashutosh Kumar Singh, Anand Mohan, Rajkumar Buyya.

By: Contributor(s): Material type: TextTextPublication details: Boca raton, CRC Press, 2022.Edition: 1st edDescription: xxiv, 172. illustrations ; 27 cmISBN:
  • 9780367626488
  • 9780367622565
Subject(s): DDC classification:
  • 004.6782 KUM/M
Summary: "Machine Learning for Cloud Management explores cloud resource management through predictive modelling and virtual machine placement. The predictive approaches are developed using regression-based time series analysis and neural network models. The neural network-based models are primarily trained using evolutionary algorithms, and efficient virtual machine placement schemes are developed using multi-objective genetic algorithms. The book is ideal for researchers who are working in the domain of cloud computing"--
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Item type Current library Call number Status Date due Barcode
Books Books Kerala University of Digital Sciences, Innovation and Technology Knowledge Centre Computer Science 004.6782 KUM/M (Browse shelf(Opens below)) Available 6871

Includes bibliographical references (pages 159-170) and index.

"Machine Learning for Cloud Management explores cloud resource management through predictive modelling and virtual machine placement. The predictive approaches are developed using regression-based time series analysis and neural network models. The neural network-based models are primarily trained using evolutionary algorithms, and efficient virtual machine placement schemes are developed using multi-objective genetic algorithms. The book is ideal for researchers who are working in the domain of cloud computing"--

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