{"product_id":"data-analytics-with-hadoop-an-introduction-for-data-scientists-9781491913703","title":"Data Analytics with Hadoop: An Introduction for Data Scientists","description":"\u003cp\u003e • Author(s): Benjamin Bengfort\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eReady to use statistical and machine-learning techniques across large data sets? This practical guide shows you why the Hadoop ecosystem is perfect for the job. Instead of deployment, operations, or software development usually associated with distributed computing, youâ ll focus on particular analyses you can build, the data warehousing techniques that Hadoop provides, and higher order data workflows this framework can produce. \u003c\/p\u003e\u003cp\u003e Data scientists and analysts will learn how to perform a wide range of techniques, from writing MapReduce and Spark applications with Python to using advanced modeling and data management with Spark MLlib, Hive, and HBase. Youâ ll also learn about the analytical processes and data systems available to build and empower data products that can handleâ and actually requireâ huge amounts of data. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eUnderstand core concepts behind Hadoop and cluster computing \u003c\/li\u003e\n\u003cli\u003eUse design patterns and parallel analytical algorithms to create distributed data analysis jobs \u003c\/li\u003e\n\u003cli\u003eLearn about data management, mining, and warehousing in a distributed context using Apache Hive and HBase \u003c\/li\u003e\n\u003cli\u003eUse Sqoop and Apache Flume to ingest data from relational databases \u003c\/li\u003e\n\u003cli\u003eProgram complex Hadoop and Spark applications with Apache Pig and Spark DataFrames \u003c\/li\u003e\n\u003cli\u003ePerform machine learning techniques such as classification, clustering, and collaborative filtering with Sparkâ s MLlib \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45127399374999,"sku":"9781491913703","price":2114.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491913703.webp?v=1767145014","url":"https:\/\/atlanticbooks.com\/products\/data-analytics-with-hadoop-an-introduction-for-data-scientists-9781491913703","provider":"Atlantic Books","version":"1.0","type":"link"}