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Data Wrangling on AWS

You're reading from   Data Wrangling on AWS Clean and organize complex data for analysis

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Product type Paperback
Published in Jul 2023
Publisher Packt
ISBN-13 9781801810906
Length 420 pages
Edition 1st Edition
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Authors (3):
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Sankar M Sankar M
Author Profile Icon Sankar M
Sankar M
Navnit Shukla Navnit Shukla
Author Profile Icon Navnit Shukla
Navnit Shukla
Sam Palani Sam Palani
Author Profile Icon Sam Palani
Sam Palani
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Toc

Table of Contents (19) Chapters Close

Preface 1. Part 1:Unleashing Data Wrangling with AWS
2. Chapter 1: Getting Started with Data Wrangling FREE CHAPTER 3. Part 2:Data Wrangling with AWS Tools
4. Chapter 2: Introduction to AWS Glue DataBrew 5. Chapter 3: Introducing AWS SDK for pandas 6. Chapter 4: Introduction to SageMaker Data Wrangler 7. Part 3:AWS Data Management and Analysis
8. Chapter 5: Working with Amazon S3 9. Chapter 6: Working with AWS Glue 10. Chapter 7: Working with Athena 11. Chapter 8: Working with QuickSight 12. Part 4:Advanced Data Manipulation and ML Data Optimization
13. Chapter 9: Building an End-to-End Data-Wrangling Pipeline with AWS SDK for Pandas 14. Chapter 10: Data Processing for Machine Learning with SageMaker Data Wrangler 15. Part 5:Ensuring Data Lake Security and Monitoring
16. Chapter 11: Data Lake Security and Monitoring 17. Index 18. Other Books You May Enjoy

Data analysis

Closely related to generating insights on data and quality is the ability to quickly analyze the imported data. Data analysis is part of the data profiling phase and lets you get a better understanding of the data before you can move to processing your data for ML. SageMaker Data Wrangler includes built-in analyses that help you generate visualizations and data analyses in a few clicks. In addition, you can also create your own custom analysis using custom code. Using data visualizations, you can get a quick overview of your entire dataset. It provides an accessible way to see and understand trends, outliers, and patterns in data. Data Wrangler provides out-of-the-box analysis tools, including histograms and scatter plots. You can create these visualizations with a few clicks and customize them with your own code. In addition to the visualizations, under analysis, you can also create table summaries. Table summaries enable data practitioners to quickly summarize your...

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