Scala and Spark for Big Data Analytics

Written By Md. Rezaul Karim
Scala and Spark for Big Data Analytics
  • Publsiher : Packt Publishing Ltd
  • Release : 25 July 2017
  • ISBN : 1783550503
  • Pages : 786 pages
  • Rating : /5 from reviews
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Download or read book entitled Scala and Spark for Big Data Analytics by author: Md. Rezaul Karim which was release on 25 July 2017 and published by Packt Publishing Ltd with total page 786 pages . This book available in PDF, EPUB and Kindle Format. Harness the power of Scala to program Spark and analyze tonnes of data in the blink of an eye! About This Book Learn Scala's sophisticated type system that combines Functional Programming and object-oriented concepts Work on a wide array of applications, from simple batch jobs to stream processing and machine learning Explore the most common as well as some complex use-cases to perform large-scale data analysis with Spark Who This Book Is For Anyone who wishes to learn how to perform data analysis by harnessing the power of Spark will find this book extremely useful. No knowledge of Spark or Scala is assumed, although prior programming experience (especially with other JVM languages) will be useful to pick up concepts quicker. What You Will Learn Understand object-oriented & functional programming concepts of Scala In-depth understanding of Scala collection APIs Work with RDD and DataFrame to learn Spark's core abstractions Analysing structured and unstructured data using SparkSQL and GraphX Scalable and fault-tolerant streaming application development using Spark structured streaming Learn machine-learning best practices for classification, regression, dimensionality reduction, and recommendation system to build predictive models with widely used algorithms in Spark MLlib & ML Build clustering models to cluster a vast amount of data Understand tuning, debugging, and monitoring Spark applications Deploy Spark applications on real clusters in Standalone, Mesos, and YARN In Detail Scala has been observing wide adoption over the past few years, especially in the field of data science and analytics. Spark, built on Scala, has gained a lot of recognition and is being used widely in productions. Thus, if you want to leverage the power of Scala and Spark to make sense of big data, this book is for you. The first part introduces you to Scala, helping you understand the object-oriented and functional programming concepts needed for Spark application development. It then moves on to Spark to cover the basic abstractions using RDD and DataFrame. This will help you develop scalable and fault-tolerant streaming applications by analyzing structured and unstructured data using SparkSQL, GraphX, and Spark structured streaming. Finally, the book moves on to some advanced topics, such as monitoring, configuration, debugging, testing, and deployment. You will also learn how to develop Spark applications using SparkR and PySpark APIs, interactive data analytics using Zeppelin, and in-memory data processing with Alluxio. By the end of this book, you will have a thorough understanding of Spark, and you will be able to perform full-stack data analytics with a feel that no amount of data is too big. Style and approach Filled with practical examples and use cases, this book will hot only help you get up and running with Spark, but will also take you farther down the road to becoming a data scientist.

Scala and Spark for Big Data Analytics

Scala and Spark for Big Data Analytics
  • Author : Md. Rezaul Karim,Sridhar Alla
  • Publisher : Packt Publishing Ltd
  • Release Date : 2017-07-25
  • Total pages : 786
  • ISBN : 1783550503
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Summary : Harness the power of Scala to program Spark and analyze tonnes of data in the blink of an eye! About This Book Learn Scala's sophisticated type system that combines Functional Programming and object-oriented concepts Work on a wide array of applications, from simple batch jobs to stream processing and machine ...

Big Data Analytics with Spark

Big Data Analytics with Spark
  • Author : Mohammed Guller
  • Publisher : Apress
  • Release Date : 2015-12-29
  • Total pages : 277
  • ISBN : 1783550503
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Summary : Big Data Analytics with Spark is a step-by-step guide for learning Spark, which is an open-source fast and general-purpose cluster computing framework for large-scale data analysis. You will learn how to use Spark for different types of big data analytics projects, including batch, interactive, graph, and stream data analysis as ...

Scala Programming for Big Data Analytics

Scala Programming for Big Data Analytics
  • Author : Irfan Elahi
  • Publisher : Apress
  • Release Date : 2019-08-29
  • Total pages : 306
  • ISBN : 1783550503
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Summary : Gain the key language concepts and programming techniques of Scala in the context of big data analytics and Apache Spark. The book begins by introducing you to Scala and establishes a firm contextual understanding of why you should learn this language, how it stands in comparison to Java, and how ...

Spark for Data Science

Spark for Data Science
  • Author : Srinivas Duvvuri,Bikramaditya Singhal
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-09-30
  • Total pages : 344
  • ISBN : 1783550503
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Summary : Analyze your data and delve deep into the world of machine learning with the latest Spark version, 2.0 About This Book Perform data analysis and build predictive models on huge datasets that leverage Apache Spark Learn to integrate data science algorithms and techniques with the fast and scalable computing features of ...

Big Data Analytics with Spark

Big Data Analytics with Spark
  • Author : Mohammed Guller
  • Publisher : Unknown
  • Release Date : 2016
  • Total pages : 304
  • ISBN : 1783550503
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Summary : This book is a step-by-step guide for learning how to use Spark for different types of big-data analytics projects, including batch, interactive, graph, and stream data analysis as well as machine learning. It covers Spark core and its add-on libraries, including Spark SQL, Spark Streaming, GraphX, MLlib, and Spark ML. ...

Learning Spark

Learning Spark
  • Author : Holden Karau,Andy Konwinski,Patrick Wendell,Matei Zaharia
  • Publisher : "O'Reilly Media, Inc."
  • Release Date : 2015-01-28
  • Total pages : 276
  • ISBN : 1783550503
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Summary : Data in all domains is getting bigger. How can you work with it efficiently? Recently updated for Spark 1.3, this book introduces Apache Spark, the open source cluster computing system that makes data analytics fast to write and fast to run. With Spark, you can tackle big datasets quickly through simple ...

Scala Guide for Data Science Professionals

Scala  Guide for Data Science Professionals
  • Author : Pascal Bugnion,Arun Manivannan,Patrick R. Nicolas
  • Publisher : Packt Publishing Ltd
  • Release Date : 2017-02-24
  • Total pages : 1100
  • ISBN : 1783550503
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Summary : Scala will be a valuable tool to have on hand during your data science journey for everything from data cleaning to cutting-edge machine learning About This Book Build data science and data engineering solutions with ease An in-depth look at each stage of the data analysis process — from reading and ...

Big Data Processing with Apache Spark

Big Data Processing with Apache Spark
  • Author : Srini Penchikala
  • Publisher : Lulu.com
  • Release Date : 2021-07-30
  • Total pages : 212
  • ISBN : 1783550503
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Summary : Read online Big Data Processing with Apache Spark written by Srini Penchikala, published by Lulu.com which was released on . Download full Big Data Processing with Apache Spark Books now! Available in PDF, ePub and Kindle....

Advanced Analytics with Spark

Advanced Analytics with Spark
  • Author : Sandy Ryza,Uri Laserson,Sean Owen,Josh Wills
  • Publisher : "O'Reilly Media, Inc."
  • Release Date : 2017-06-12
  • Total pages : 280
  • ISBN : 1783550503
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Summary : In the second edition of this practical book, four Cloudera data scientists present a set of self-contained patterns for performing large-scale data analysis with Spark. The authors bring Spark, statistical methods, and real-world data sets together to teach you how to approach analytics problems by example. Updated for Spark 2.1, this ...

Big Data Analytics with Hadoop 3

Big Data Analytics with Hadoop 3
  • Author : Sridhar Alla
  • Publisher : Packt Publishing Ltd
  • Release Date : 2018-05-31
  • Total pages : 482
  • ISBN : 1783550503
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Summary : Explore big data concepts, platforms, analytics, and their applications using the power of Hadoop 3 Key Features Learn Hadoop 3 to build effective big data analytics solutions on-premise and on cloud Integrate Hadoop with other big data tools such as R, Python, Apache Spark, and Apache Flink Exploit big data using Hadoop 3 ...

Scala and Spark for Big Data Analytics

Scala and Spark for Big Data Analytics
  • Author : Md. Rezaul Karim,Sridhar Alla
  • Publisher : Unknown
  • Release Date : 2017-07-22
  • Total pages : 786
  • ISBN : 1783550503
GET BOOK

Summary : Harness the power of Scala to program Spark and analyze tonnes of data in the blink of an eye!About This Book* Learn Scala's sophisticated type system that combines Functional Programming and object-oriented concepts* Work on a wide array of applications, from simple batch jobs to stream processing and machine ...

Apache Spark 2

Apache Spark 2
  • Author : Romeo Kienzler,Rezaul Karim,Sridhar Alla
  • Publisher : Unknown
  • Release Date : 2018-12-18
  • Total pages : 616
  • ISBN : 1783550503
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Summary : Build efficient data flow and machine learning programs with this flexible, multi-functional open-source cluster-computing framework Key Features Master the art of real-time big data processing and machine learning Explore a wide range of use-cases to analyze large data Discover ways to optimize your work by using many features of Spark 2....

Apache Spark for Data Science Cookbook

Apache Spark for Data Science Cookbook
  • Author : Padma Priya Chitturi
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-12-22
  • Total pages : 392
  • ISBN : 1783550503
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Summary : Over insightful 90 recipes to get lightning-fast analytics with Apache Spark About This Book Use Apache Spark for data processing with these hands-on recipes Implement end-to-end, large-scale data analysis better than ever before Work with powerful libraries such as MLLib, SciPy, NumPy, and Pandas to gain insights from your data Who ...

Big Data Analytics

Big Data Analytics
  • Author : Venkat Ankam
  • Publisher : Packt Publishing Ltd
  • Release Date : 2016-09-28
  • Total pages : 326
  • ISBN : 1783550503
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Summary : A handy reference guide for data analysts and data scientists to help to obtain value from big data analytics using Spark on Hadoop clusters About This Book This book is based on the latest 2.0 version of Apache Spark and 2.7 version of Hadoop integrated with most commonly used tools. Learn all ...

Frank Kane s Taming Big Data with Apache Spark and Python

Frank Kane s Taming Big Data with Apache Spark and Python
  • Author : Frank Kane
  • Publisher : Packt Publishing Ltd
  • Release Date : 2017-06-30
  • Total pages : 296
  • ISBN : 1783550503
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Summary : Frank Kane's hands-on Spark training course, based on his bestselling Taming Big Data with Apache Spark and Python video, now available in a book. Understand and analyze large data sets using Spark on a single system or on a cluster. About This Book Understand how Spark can be distributed across ...