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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

You're reading from  AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

Product type Book
Published in Mar 2021
Publisher Packt
ISBN-13 9781800569003
Pages 338 pages
Edition 1st 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 (14) Chapters

Preface 1. Section 1: Introduction to Machine Learning
2. Chapter 1: Machine Learning Fundamentals 3. Chapter 2: AWS Application Services for AI/ML 4. Section 2: Data Engineering and Exploratory Data Analysis
5. Chapter 3: Data Preparation and Transformation 6. Chapter 4: Understanding and Visualizing Data 7. Chapter 5: AWS Services for Data Storing 8. Chapter 6: AWS Services for Data Processing 9. Section 3: Data Modeling
10. Chapter 7: Applying Machine Learning Algorithms 11. Chapter 8: Evaluating and Optimizing Models 12. Chapter 9: Amazon SageMaker Modeling 13. Other Books You May Enjoy

Visualizing relationships in your data

When we need to show relationships in our data, we are usually talking about plotting two or more variables in a chart to visualize their level of dependency. A scatter plot is probably the most common type of chart to show the relationship between two variables. The following is a scatter plot for two variables, x and y:

Figure 4.1 – Plotting relationships with a scatter plot

The preceding plot shows a clear relationship between x and y. As x increases, y also increases. In this particular case, we can say that there is a linear relationship between both variables. Keep in mind that scatter plots may also catch other types of relationships, not only linear ones. For example, it would also be possible to find an exponential relationship between the two variables.

Another nice chart to make comparisons with is known as a bubble chart. Just like a scatter plot, it will also show the relationship between variables...

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