Machine learning for cloud management / by Jitendra Kumar, Ashutosh Kumar Singh, Anand Mohan, Rajkumar Buyya.
Material type: TextLanguage: English Publication details: Boca Raton : CRC Press, 2022.Description: xxiv, 172 pages : illustrations ; 27 cmISBN:- 9780367626488
- 006.31 KUM/M
Item type | Current library | Home library | Collection | Call number | Status | Date due | Barcode | Item holds | |
---|---|---|---|---|---|---|---|---|---|
Technical Reference Book | Central Library, IIT Bhubaneswar | Central Library, IIT Bhubaneswar | SES | 006.31 KUM/M (Browse shelf(Opens below)) | Available | 10773 |
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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