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Data Science with .NET and Polyglot Notebooks

You're reading from   Data Science with .NET and Polyglot Notebooks Programmer's guide to data science using ML.NET, OpenAI, and Semantic Kernel

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Product type Paperback
Published in Aug 2024
Publisher Packt
ISBN-13 9781835882962
Length 404 pages
Edition 1st Edition
Languages
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Author (1):
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Matt Eland Matt Eland
Author Profile Icon Matt Eland
Matt Eland
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Table of Contents (22) Chapters Close

Preface 1. Part 1: Data Analysis in Polyglot Notebooks FREE CHAPTER
2. Chapter 1: Data Science, Notebooks, and Kernels 3. Chapter 2: Exploring Polyglot Notebooks 4. Chapter 3: Getting Data and Code into Your Notebooks 5. Chapter 4: Working with Tabular Data and DataFrames 6. Chapter 5: Visualizing Data 7. Chapter 6: Variable Correlations 8. Part 2: Machine Learning with Polyglot Notebooks and ML.NET
9. Chapter 7: Classification Experiments with ML.NET AutoML 10. Chapter 8: Regression Experiments with ML.NET AutoML 11. Chapter 9: Beyond AutoML: Pipelines, Trainers, and Transforms 12. Chapter 10: Deploying Machine Learning Models 13. Part 3: Exploring Generative AI with Polyglot Notebooks
14. Chapter 11: Generative AI in Polyglot Notebooks 15. Chapter 12: AI Orchestration with Semantic Kernel 16. Part 4: Polyglot Notebooks in the Enterprise
17. Chapter 13: Enriching Documentation with Mermaid Diagrams 18. Chapter 14: Extending Polyglot Notebooks 19. Chapter 15: Adopting and Deploying Polyglot Notebooks 20. Index 21. Other Books You May Enjoy

Summary

In this chapter, we explored formatters and magic commands in .NET Interactive and saw how they can be used to extend and enrich the notebook experience.

We discussed the built-in formatters and a few ways of customizing their behavior. We also saw how you can register a method to format objects differently using plain text, HTML, or JSON output.

Each magic command involves a directive, an optional set of parameters, and KernelCommand, which is instantiated when the command is invoked.

Magic commands also have a command handler registered when the directive is added. These handlers can interact with various language kernels to display values, get or set variable values, or even execute code on different kernels.

While you won’t always need to customize formatters or build your own magic commands, these capabilities can be invaluable in designing a better notebook experience.

In the final chapter of this book, we’ll discuss where Polyglot Notebooks...

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