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Comet for Data Science

You're reading from   Comet for Data Science Enhance your ability to manage and optimize the life cycle of your data science project

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Product type Paperback
Published in Aug 2022
Publisher Packt
ISBN-13 9781801814430
Length 402 pages
Edition 1st Edition
Tools
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Author (1):
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Angelica Lo Duca Angelica Lo Duca
Author Profile Icon Angelica Lo Duca
Angelica Lo Duca
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1 – Getting Started with Comet
2. Chapter 1: An Overview of Comet FREE CHAPTER 3. Chapter 2: Exploratory Data Analysis in Comet 4. Chapter 3: Model Evaluation in Comet 5. Section 2 – A Deep Dive into Comet
6. Chapter 4: Workspaces, Projects, Experiments, and Models 7. Chapter 5: Building a Narrative in Comet 8. Chapter 6: Integrating Comet into DevOps 9. Chapter 7: Extending the GitLab DevOps Platform with Comet 10. Section 3 – Examples and Use Cases
11. Chapter 8: Comet for Machine Learning 12. Chapter 9: Comet for Natural Language Processing 13. Chapter 10: Comet for Deep Learning 14. Chapter 11: Comet for Time Series Analysis 15. Other Books You May Enjoy

Discovering the DIKW pyramid

When you want to build a story from data, you first need to explore your data to understand which questions it can answer, as well as which data is relevant for your project. You already learned how to perform EDA in Chapter 2, Exploratory Data Analysis in Comet, so in this chapter, we suppose that you already have relevant data and, in general, have an idea of which questions your data can answer.

To build a story from data, you first need to think about the audience that will read your story. When you write a story, your preliminary purpose should be one of the following:

  • Entertaining the audience
  • Informing the audience
  • Teaching something to the audience

The effect of your story should be calling the audience to action. To achieve your goal, you need to transform your data by interpreting it, enriching it with contextual information, and finally, linking it to an ethical model that calls the audience to action.

The Data...

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