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

Product type Paperback

Published in Aug 2024

Publisher Packt

ISBN-13 9781835882962

Length 404 pages

Edition 1st Edition

Languages

Tools

Codespaces

Concepts

Artificial Intelligence

Author (1):

Matt Eland

View More author details

Table of Contents (22) Chapters

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

Why subscribe?

21. Other Books You May Enjoy

Deploying Polyglot Notebooks to GitHub Codespaces

GitHub Codespaces allow you to use your browser to access a cloud-hosted instance of VS Code pointed at the code in a GitHub repository. This means that developers don’t need to clone code locally or install dependencies on their machines in order to interact with the code.

As a result, developers can interact with code from a variety of different machines without needing to go through the installation and setup steps. If you’d like to experiment with pre-configured codespaces, this book’s code is set up to run in your browser via GitHub Codespaces:

https://github.com/PacktPublishing/Data-Science-with-.NET-and-Polyglot-Notebooks.

Let’s see how to configure GitHub Codespaces for Polyglot Notebooks

Configuring GitHub codespaces

Codespaces is a GitHub feature built on top of the concept of dev containers. Dev containers are disposable development environments that can be easily created from a...