Hands-On Data Analysis with Scala

Hands-On Data Analysis with Scala
Author :
Publisher : Packt Publishing Ltd
Total Pages : 288
Release :
ISBN-10 : 9781789344264
ISBN-13 : 1789344263
Rating : 4/5 (64 Downloads)

Book Synopsis Hands-On Data Analysis with Scala by : Rajesh Gupta

Download or read book Hands-On Data Analysis with Scala written by Rajesh Gupta and published by Packt Publishing Ltd. This book was released on 2019-05-03 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master scala's advanced techniques to solve real-world problems in data analysis and gain valuable insights from your data Key FeaturesA beginner's guide for performing data analysis loaded with numerous rich, practical examplesAccess to popular Scala libraries such as Breeze, Saddle for efficient data manipulation and exploratory analysisDevelop applications in Scala for real-time analysis and machine learning in Apache SparkBook Description Efficient business decisions with an accurate sense of business data helps in delivering better performance across products and services. This book helps you to leverage the popular Scala libraries and tools for performing core data analysis tasks with ease. The book begins with a quick overview of the building blocks of a standard data analysis process. You will learn to perform basic tasks like Extraction, Staging, Validation, Cleaning, and Shaping of datasets. You will later deep dive into the data exploration and visualization areas of the data analysis life cycle. You will make use of popular Scala libraries like Saddle, Breeze, Vegas, and PredictionIO for processing your datasets. You will learn statistical methods for deriving meaningful insights from data. You will also learn to create applications for Apache Spark 2.x on complex data analysis, in real-time. You will discover traditional machine learning techniques for doing data analysis. Furthermore, you will also be introduced to neural networks and deep learning from a data analysis standpoint. By the end of this book, you will be capable of handling large sets of structured and unstructured data, perform exploratory analysis, and building efficient Scala applications for discovering and delivering insights What you will learnTechniques to determine the validity and confidence level of dataApply quartiles and n-tiles to datasets to see how data is distributed into many bucketsCreate data pipelines that combine multiple data lifecycle stepsUse built-in features to gain a deeper understanding of the dataApply Lasso regression analysis method to your dataCompare Apache Spark API with traditional Apache Spark data analysisWho this book is for If you are a data scientist or a data analyst who wants to learn how to perform data analysis using Scala, this book is for you. All you need is knowledge of the basic fundamentals of Scala programming.


Hands-On Data Analysis with Scala Related Books

Hands-On Data Analysis with Scala
Language: en
Pages: 288
Authors: Rajesh Gupta
Categories: Computers
Type: BOOK - Published: 2019-05-03 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Master scala's advanced techniques to solve real-world problems in data analysis and gain valuable insights from your data Key FeaturesA beginner's guide for pe
Scala and Spark for Big Data Analytics
Language: en
Pages: 786
Authors: Md. Rezaul Karim
Categories: Computers
Type: BOOK - Published: 2017-07-25 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

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 comb
Scala for Data Science
Language: en
Pages: 416
Authors: Pascal Bugnion
Categories: Computers
Type: BOOK - Published: 2016-01-28 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Leverage the power of Scala with different tools to build scalable, robust data science applications About This Book A complete guide for scalable data science
Scala Data Analysis Cookbook
Language: en
Pages: 254
Authors: Arun Manivannan
Categories: Computers
Type: BOOK - Published: 2015-10-30 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Navigate the world of data analysis, visualization, and machine learning with over 100 hands-on Scala recipes About This Book Implement Scala in your data analy
Frank Kane's Taming Big Data with Apache Spark and Python
Language: en
Pages: 289
Authors: Frank Kane
Categories: Computers
Type: BOOK - Published: 2017-06-30 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

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 an