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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
2. Chapter 1: Data Science, Notebooks, and Kernels FREE CHAPTER 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

Troubleshooting notebook execution

Polyglot Notebooks is powerful and allows you to do some really interesting things, as we’ll see over the remaining chapters of this book.

However, it’s important to know how to handle potential issues you encounter when running your notebooks.

Resolving compiler errors

Because the code we send Polyglot Notebooks must be compiled, that means you still need to worry about writing valid code and resolving compiler errors.

VS Code provides reliable code completion and syntax highlighting for the languages supported by Polyglot Notebooks. This means that you get red squiggly lines when VS Code detects compiler issues with your code.

If you try to run code that doesn’t compile, you’ll see the compiler error detailed below the cell, as shown here:

Figure 2.25 – A compiler error below a code cell

Figure 2.25 – A compiler error below a code cell

The steps for resolving these issues are largely the same for programming in general...

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