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AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

You're reading from  AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition

Product type Book
Published in Feb 2024
Publisher Packt
ISBN-13 9781835082201
Pages 342 pages
Edition 2nd Edition
Languages
Authors (2):
Somanath Nanda Somanath Nanda
Profile icon Somanath Nanda
Weslley Moura Weslley Moura
Profile icon Weslley Moura
View More author details

Table of Contents (13) Chapters

Preface 1. Chapter 1: Machine Learning Fundamentals 2. Chapter 2: AWS Services for Data Storage 3. Chapter 3: AWS Services for Data Migration and Processing 4. Chapter 4: Data Preparation and Transformation 5. Chapter 5: Data Understanding and Visualization 6. Chapter 6: Applying Machine Learning Algorithms 7. Chapter 7: Evaluating and Optimizing Models 8. Chapter 8: AWS Application Services for AI/ML 9. Chapter 9: Amazon SageMaker Modeling 10. Chapter 10: Model Deployment 11. Chapter 11: Accessing the Online Practice Resources 12. Other Books You May Enjoy

Visualizing comparisons in your data

Comparisons are very common in data analysis and there are different ways to present them. Starting with the bar chart, you must have seen many reports that have used this type of visualization.

Bar charts can be used to compare one variable among different classes – for example, a car’s price across different models or population size per country. In Figure 5.3, the bar chart is used to analyze the percentage of positive tests for COVID-19 in a range of regions of India as of April 7th, 2020.

Figure 5.3 – Plotting comparisons with a bar chart (source: State Health Department of India)

Figure 5.3 – Plotting comparisons with a bar chart (source: State Health Department of India)

Sometimes, you can also use stacked column charts to add another dimension to the data that is being analyzed. For example, Figure 5.4 uses a stacked bar chart to show how many people were on board the Titanic by sex. Additionally, it breaks down the number of people who survived (positive class) and those who...

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