Description: Beginning Apache Spark 3 : With DataFrame, Spark SQL, Structured Streaming, and Spark Machine Learning Library, Paperback by Luu, Hien, ISBN 1484273826, ISBN-13 9781484273821, Like New Used, Free shipping in the US
Take a journey toward discovering, learning, and using Apache Spark . In this book, you will gain expertise on the powerful and efficient distributed data processing engine inside of Apache Spark; its user-friendly, comprehensive, and flexible programming model for processing data in batch and streaming; and the scalable machine learning algorithms and practical utilities to build machine learning applications.
Beginning Apache Spark 3 begins by explaining different ways of interacting with Apache Spark, such as Spark Concepts and Architecture, and Spark Unified Stack. Next, it offers an overview of Spark SQL before moving on to its advanced features. It covers tips and techniques for dealing with performance issues, followed by an overview of the structured streaming processing engine. It concludes with a demonstration of how to develop machine learning applications using Spark MLlib and how to manage the machine learning development lifecycle. This book is packed with practical examples and code snippets to help you master concepts and features immediately after they are covered in each section.
After reading this book, you will have the knowledge required to build your own big data pipelines, applications, and machine learning applications.
What You Will Learn
- Master the Spark unified data analytics engine and its various components
- Work in tandem to provide a scalable, fault tolerant and performant data processing engine
- Leverage the user-friendly and flexible programming model to perform simple to complex data analytics using dataframe and Spark SQL
- Develop machine learning applications using Spark MLlib
- Manage the machine learning development lifecycle using MLflow
Who This Book Is For
Data scientists, data engineers and software developers.
Price: 54.65 USD
Location: Jessup, Maryland
End Time: 2024-11-03T08:26:51.000Z
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Book Title: Beginning Apache Spark 3 : With DataFrame, Spark SQL, Structured
Number of Pages: Xvii, 438 Pages
Language: English
Publication Name: Beginning Apache Spark 3 : With DataFrame, Spark SQL, Structured Streaming, and Spark Machine Learning Library
Publisher: Apress L. P.
Subject: Intelligence (Ai) & Semantics, Probability & Statistics / General, General, Databases / General
Publication Year: 2021
Type: Textbook
Item Weight: 30.4 Oz
Item Length: 10 in
Author: Hien Luu
Subject Area: Mathematics, Computers
Item Width: 7 in
Format: Trade Paperback