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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 compositions in your data

Sometimes, you want to analyze the various elements that compose a feature – for example, the percentage of sales per region or percentage of queries per channel. In both examples, they are not considering any time dimension; instead, they are just looking at the entire data points. For these types of compositions, where you don’t have the time dimension, you could show your data using pie charts, stacked 100% bar charts, and tree maps.

Figure 5.11 is a pie chart showing the number of queries per customer channel for a given company over a pre-defined period of time.

Figure 5.11 – Plotting compositions with a pie chart

Figure 5.11 – Plotting compositions with a pie chart

If you want to show compositions while considering a time dimension, then your most common options are a stacked area chart, a stacked 100% area chart, a stacked column chart, or a stacked 100% column chart. For reference, take a look at Figure 5.12, which shows the sales per...

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