Beschreibung:
This book provides readers the "big picture" and a comprehensive survey of the domain of big data processing systems. For the past decade, the Hadoop framework has dominated the world of big data processing, yet recently academia and industry have started to recognize its limitations in several application domains and thus, it is now gradually being replaced by a collection of engines that are dedicated to specific verticals (e.g. structured data, graph data, and streaming data). The book explores this new wave of systems, which it refers to as Big Data 2.0 processing systems.
Introduction.- General-Purpose Big Data Processing Systems.- Large-Scale Processing Systems of Structured Data.- Large-Scale Graph Processing Systems.- Large-Scale Stream Processing Systems.- Large-Scale Machine/Deep Learning Frameworks.- Conclusions and Outlook.