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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

Summary

We have just completed the journey to perform model evaluation in Comet!

Throughout this chapter, we described some general concepts regarding model evaluation, as well as the main techniques to evaluate regression, classification, and clustering. We also illustrated the importance of model evaluation in a data science project; model evaluation permits us to define some metrics to choose the best model for production.

In the third part of the chapter, you learned which features Comet provides to perform model evaluation and how you can use them through a practical example. We deepened the concepts of logs and reports, which you already knew about, and illustrated two new concepts, the Comet Dashboard and the Model Registry.

Throughout this chapter, you learned how easy it is to use Comet to run model evaluation, as Comet provides very intuitive features that can be combined to build fantastic reports, as well as how to keep track of the best model for production...

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