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006 m o d
007 cr unu||||||||
008 160715s2016 enka o 001 0 eng d
040 _aUMI
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019 _a953054108
020 _a9781785885266
_q(electronic bk.)
020 _a178588526X
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020 _z9781785880889
020 _z1785880888
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035 _a(OCoLC)953616445
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037 _aCL0500000762
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050 4 _aQA76.73.S28
072 7 _aCOM
_x000000
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082 0 4 _a006.31
049 _aMAIN
100 1 _aKozlov, Alex,
_eauthor.
_9771149
245 1 0 _aMastering Scala machine learning :
_badvance your skills in efficient data analysis and data processing using the powerful tools of Scala, Spark, and Hadoop /
_cAlex Kozlov.
246 3 0 _aAdvance your skills in efficient data analysis and data processing using the powerful tools of Scala, Spark, and Hadoop
264 1 _aBirmingham, UK :
_bPackt Publishing,
_c2016.
300 _a1 online resource (1 volume) :
_billustrations
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
490 1 _aCommunity experience distilled
588 _aDescription based on online resource; title from cover (Safari, viewed July 13, 2016).
500 _aIncludes index.
520 _aAdvance your skills in efficient data analysis and data processing using the powerful tools of Scala, Spark, and Hadoop About This Book This is a primer on functional-programming-style techniques to help you efficiently process and analyze all of your data Get acquainted with the best and newest tools available such as Scala, Spark, Parquet and MLlib for machine learning Learn the best practices to incorporate new Big Data machine learning in your data-driven enterprise to gain future scalability and maintainability Who This Book Is For Mastering Scala Machine Learning is intended for enthusiasts who want to plunge into the new pool of emerging techniques for machine learning. Some familiarity with standard statistical techniques is required. What You Will Learn Sharpen your functional programming skills in Scala using REPL Apply standard and advanced machine learning techniques using Scala Get acquainted with Big Data technologies and grasp why we need a functional approach to Big Data Discover new data structures, algorithms, approaches, and habits that will allow you to work effectively with large amounts of data Understand the principles of supervised and unsupervised learning in machine learning Work with unstructured data and serialize it using Kryo, Protobuf, Avro, and AvroParquet Construct reliable and robust data pipelines and manage data in a data-driven enterprise Implement scalable model monitoring and alerts with Scala In Detail Since the advent of object-oriented programming, new technologies related to Big Data are constantly popping up on the market. One such technology is Scala, which is considered to be a successor to Java in the area of Big Data by many, like Java was to C/C++ in the area of distributed programing. This book aims to take your knowledge to next level and help you impart that knowledge to build advanced applications such as social media mining, intelligent news portals, and more. After a quick refresher on functional programming concepts using REPL, you will see some practical examples of setting up the development environment and tinkering with data. We will then explore working with Spark and MLlib using k-means and decision trees. Most of the data that we produce today is unstructured and raw, and you will learn to tackle this type of data with advanced topics such as regression, classification, integration, and working with graph algorithms. Finally, you will discover at how to use Scala to perform complex...
590 _aeBooks on EBSCOhost
_bEBSCO eBook Subscription Academic Collection - Worldwide
650 0 _aScala (Computer program language)
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650 0 _aMachine learning.
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650 0 _aElectronic data processing.
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650 6 _aScala (Langage de programmation)
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650 6 _aApprentissage automatique.
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650 7 _aCOMPUTERS / General
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650 7 _aElectronic data processing.
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650 7 _aMachine learning.
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650 7 _aScala (Computer program language)
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655 4 _aElectronic books.
776 0 8 _iPrint version:
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830 0 _aCommunity experience distilled.
856 4 0 _uhttps://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1261892
938 _aYBP Library Services
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938 _aProQuest MyiLibrary Digital eBook Collection
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