Computing & Internet      Databases

Big Data Analytics: Theory, Techniques, Platforms, and Applications (SpringerBriefs in Applied Sciences and Technology)

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Book Details
Language
English
Publishers
Springer; 2024th edition (8 May 2024)
Weight
0.61 KG
Publication Date
10/06/2024
ISBN-10
3031556380
Pages
307 pages
ISBN-13
9783031556388
Dimensions
15.6 x 1.91 x 23.39 cm
SKU
9783031556388
Author Name
Ümit Demirbaga (Author)
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This book introduces readers to big data analytics. It covers the background to and the concepts of big data, big data analytics, and cloud computing, along with the process of setting up, configuring, and getting familiar with the big data analytics working environments in the first two chapters.

The third chapter provides comprehensive information on big data processing systems - from installing these systems to implementing real-world data applications, along with the necessary codes. The next chapter dives into the details of big data storage technologies, including their types, essentiality, durability, and availability, and reveals their differences in their properties.

The fifth and sixth chapters guide the reader through understanding, configuring, and performing the monitoring and debugging of big data systems and present the available commercial and open-source tools for this purpose. Chapter seven gives information about a trending machine learning, Bayesian network: a probabilistic graphical model, by presenting a real-world probabilistic application to understand causal, complex, and hidden relationships for diagnosis and forecasting in a scalable manner for big data.

Special sections throughout the eighth chapter present different case studies and applications to help the readers to develop their big data analytics skills using various big data analytics frameworks. The book will be of interest to business executives and IT managers as well as university students and their course leaders, in fact all those who want to get involved in the big data world.

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