TY - BOOK AU - Chambers, Bill AU - Zaharia, Matei TI - Spark : the definitive guide: big data processing made simple SN - 9789352137060 U1 - 006.312 CHA-B PY - 2018/// CY - India PB - Shroff Publishers KW - Spark (Electronic resource : Apache Software Foundation) KW - Big data KW - Information retrieval KW - Data mining KW - Telecommunication KW - Web servers--Computer programs KW - Apache (Computer file : Apache Group) KW - Electronic data processing N1 - Learn how to use, deploy and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. with an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals. You'll explore the basic operations and common functions of Spark's structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. Developers and system administrators will learn the fundamentals of monitoring, tuning and debugging Spark and explore machine learning techniques and scenarios for employing MLlib, Spark's scalable machine-learning library. Get a gentle overview of big data and Spark Learn about DataFrames, SQL and Datasets-Spark's core APIs-through worked examples Dive into Spark's low-level APIs, RDDs and execution of SQL and DataFrames Understand how Spark runs on a cluster Debug, monitor and tune Spark clusters and applications Learn the power of Structured Streaming, Spark';s stream-processing engine Learn how you can apply MLlib to a variety of problems, including classification or recommendation ER -