Master the Hadoop Ecosystem and Build Scalable Analytics Systems
Book DescriptionIn a rapidly evolving Big Data job market projected to grow by 28% through 2026 and with salaries reaching up to $150, 00 annually—mastering big data analytics with the Hadoop ecosystem is most sought after for career advancement. The Ultimate Big Data Analytics with Apache Hadoop is an indispensable companion offering in-depth knowledge and practical skills needed to excel in today's data-driven landscape.
The book begins laying a strong foundation with an overview of data lakes, data warehouses, and related concepts. It then delves into core Hadoop components such as HDFS, YARN, MapReduce, and Apache Tez, offering a blend of theory and practical exercises.
You will gain hands-on experience with query engines like Apache Hive and Apache Spark, as well as file and table formats such as ORC, Parquet, Avro, Iceberg, Hudi, and Delta. Detailed instructions on installing and configuring clusters with Docker are included, along with big data visualization and statistical analysis using Python.
Given the growing importance of scalable data pipelines, this book equips data engineers, analysts, and big data professionals with practical skills to set up, manage, and optimize data pipelines, and to apply machine learning techniques effectively.
Table of Contents1. Introduction to Hadoop and ASF2. Overview of Big Data Analytics3. Hadoop and YARN MapReduce and Tez4. Distributed Query Engines: Apache Hive5. Distributed Query Engines: Apache Spark6. File Formats and Table Formats (Apache Ice-berg, Hudi, and Delta)7. Python and the Hadoop Ecosystem for Big Data Analytics - BI8. Data Science and Machine Learning with Hadoop Ecosystem9. Introduction to Cloud Computing and Other Apache Projects Index
eBook - ePub
Ultimate Big Data Analytics with Apache Hadoop
Master Big Data Analytics with Apache Hadoop Using Apache Spark, Hive, and Python (English Edition)
- English
- ePUB (mobile friendly)
- Available on iOS & Android
eBook - ePub
Ultimate Big Data Analytics with Apache Hadoop
Master Big Data Analytics with Apache Hadoop Using Apache Spark, Hive, and Python (English Edition)
About this book
Trusted by 375,005 students
Access to over 1.5 million titles for a fair monthly price.
Study more efficiently using our study tools.
Information
Table of contents
- Cover Page
- Title Page
- Copyright Page
- Dedication Page
- About the Author
- About the Technical Reviewer
- Acknowledgements
- Preface
- Credit
- Get a Free eBook
- Errata
- Table of Contents
- 1. Introduction to Hadoop and ASF
- 2. Overview of Big Data Analytics
- 3. Hadoop and YARN MapReduce and Tez
- 4. Distributed Query Engines: Apache Hive
- 5. Distributed Query Engines: Apache Spark
- 6. File Formats and Table Formats (Apache Ice-berg, Hudi, and Delta)
- 7. Python and the Hadoop Ecosystem for Big Data Analytics - BI
- 8. Data Science and Machine Learning with Hadoop Ecosystem
- 9. Introduction to Cloud Computing and Other Apache Projects
- Index
Frequently asked questions
Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription
No, books cannot be downloaded as external files, such as PDFs, for use outside of Perlego. However, you can download books within the Perlego app for offline reading on mobile or tablet. Learn how to download books offline
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1.5 million books across 990+ topics, we’ve got you covered! Learn about our mission
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more about Read Aloud
Yes! You can use the Perlego app on both iOS and Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app
Yes, you can access Ultimate Big Data Analytics with Apache Hadoop by Simhadri Govindappa in PDF and/or ePUB format, as well as other popular books in Computer Science & Cloud Computing. We have over 1.5 million books available in our catalogue for you to explore.