{"product_id":"data-analytics-with-hadoop-an-introduction-for-data-scientists-9781491913703","title":"Data Analytics with Hadoop: An Introduction for Data Scientists","description":"\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, you'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\u003eData 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. You'll also learn about the analytical processes and data systems available to build and empower data products that can handle--and actually require--huge amounts of data.\u003c\/p\u003e\u003cul\u003e\n\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 Spark's MLlib\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/23\/2016\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781491913703\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 288\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.00lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 7.00w x 0.50d","brand":"Benjamin Bengfort, Jenny Kim","offers":[{"title":"Default Title","offer_id":36653561479324,"sku":"9781491913703","price":29.74,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_cd841d16-4e0e-439a-a10f-1411610d1e84.jpg?v=1603881929","url":"https:\/\/pastforward.org\/products\/data-analytics-with-hadoop-an-introduction-for-data-scientists-9781491913703","provider":"Past Forward","version":"1.0","type":"link"}