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Hands-On Data Analysis with Scala

You're reading from Hands-On Data Analysis with Scala Perform data collection, processing, manipulation, and visualization with Scala

Product type Paperback

Published in May 2019

Publisher Packt

ISBN-13 9781789346114

Length 298 pages

Edition 1st Edition

Languages

Scala

Tools

Apache Spark

Concepts

Data Analysis

Author (1):

Rajesh Gupta

View More author details

Table of Contents (14) Chapters

Preface

1. Section 1: Scala and Data Analysis Life Cycle FREE CHAPTER

2. Scala Overview

3. Data Analysis Life Cycle

4. Data Ingestion

5. Data Exploration and Visualization

6. Applying Statistics and Hypothesis Testing

7. Section 2: Advanced Data Analysis and Machine Learning

8. Introduction to Spark for Distributed Data Analysis

9. Traditional Machine Learning for Data Analysis

10. Section 3: Real-Time Data Analysis and Scalability

11. Near Real-Time Data Analysis Using Streaming

12. Working with Data at Scale

13. Another Book You May Enjoy

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Preface

Efficient business decisions with an accurate understanding of business data help to deliver better performance across products and services. This book will help you to leverage the popular Scala libraries and tools to perform 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 how to perform basic tasks such as the 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 such as Saddle, Breeze, and Vegas to process your datasets. You will learn statistical methods for deriving meaningful insights from data. You will also learn how to create applications for Apache Spark 2.x on complex data analysis, in real time. You will discover traditional machine learning (ML) techniques for doing data analysis.

By the end of this book, you will be capable of handling large sets of structured and unstructured data, performing exploratory analysis, and building efficient Scala applications to discover and deliver insights.

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Authors (1)

Gupta

Gupta

Rakesh Gupta is best known as an automation champion in the Salesforce ecosystem. He has written over 150 articles on Visual Workflow and Process Builder to show how someone can use Visual Workflow and Process Builder to minimize code usage. He is one of the Visual Workflow and Process Builder experts in the industry. He has trained more than 700 individual professionals around the globe and conducted corporate training. Currently, Rakesh is working as a Salesforce solution architect consultant.

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