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

By: Contributor(s): Material type: TextTextEdition: First editionDescription: xxiv, 172 pages : illustrationsISBN:
  • 9780367626488
  • 9780367622565
Subject(s): DDC classification:
  • 004.6782 23 JIT.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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Holdings
Item type Current library Home library Call number Status Date due Barcode
Book Book Campus Library Kariavattom Campus Library Kariavattom 004.6782 KUM.M (Browse shelf(Opens below)) Available UCL33493

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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