{"product_id":"machine-learning-for-cloud-management-jitendra-kumar-9780367622565","title":"Machine Learning for Cloud Management","description":"\u003cp\u003eCloud computing offers subscription-based on-demand services, and it has emerged as the backbone of the computing industry. It has enabled us to share resources among multiple users through virtualization, which creates a virtual instance of a computer system running in an abstracted hardware layer. Unlike early distributed computing models, it offers virtually limitless computing resources through its large scale cloud data centers. It has gained wide popularity over the past few years, with an ever-increasing infrastructure, a number of users, and the amount of hosted data. The large and complex workloads hosted on these data centers introduce many challenges, including resource utilization, power consumption, scalability, and operational cost. Therefore, an effective resource management scheme is essential to achieve operational efficiency with improved elasticity. Machine learning enabled solutions are the best fit to address these issues as they can analyze and learn from the data. Moreover, it brings automation to the solutions, which is an essential factor in dealing with large distributed systems in the cloud paradigm.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e\u003ci\u003eMachine Learning for Cloud Management\u003c\/i\u003e\u003c\/b\u003e 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.\u003c\/p\u003e \u003cp\u003eKey Features: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eThe first book to set out a range of machine learning methods for efficient resource management in a large distributed network of clouds.\u003c\/li\u003e \u003cli\u003ePredictive analytics is an integral part of efficient cloud resource management, and this book gives a future research direction to researchers in this domain.\u003c\/li\u003e \u003cli\u003eIt is written by leading international researchers.\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003eThe book is ideal for researchers who are working in the domain of cloud computing.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jitendra Kumar, Ashutosh Kumar Singh, Anand Mohan\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367622564\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367622565\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/26\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 182\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.78lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.42d\u003c\/p\u003e","brand":"Jitendra Kumar","offers":[{"title":"Paperback","offer_id":43944960426239,"sku":"9780367622565","price":74.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_f5c06d83-9f34-48cb-af4d-82b6ee435b7f.jpg?v=1681505967","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-for-cloud-management-jitendra-kumar-9780367622565","provider":"WR Book House","version":"1.0","type":"link"}