You're reading from AI-Assisted Programming for Web and Machine Learning Improve your development workflow with ChatGPT and GitHub Copilot

Product type Paperback

Published in Aug 2024

Publisher Packt

ISBN-13 9781835086056

Length 602 pages

Edition 1st Edition

Languages

Python

Tools

ChatGPT

Concepts

Artificial Intelligence

Authors (5):

Marina Fernandez

Ajit Jaokar

Anjali Jain

Christoffer Noring

Ayşe Mutlu

+1 more

View More author details

Table of Contents (25) Chapters

Preface

1. It’s a New World, One with AI Assistants, and You’re Invited FREE CHAPTER

2. Prompt Strategy

3. Tools of the Trade: Introducing Our AI Assistants

4. Build the Appearance of Our App with HTML and Copilot

5. Style the App with CSS and Copilot

6. Add Behavior with JavaScript

7. Support Multiple Viewports Using Responsive Web Layouts

8. Build a Backend with Web APIs

9. Augment Web Apps with AI Services

10. Maintaining Existing Codebases

11. Data Exploration with ChatGPT

12. Building a Classification Model with ChatGPT

13. Building a Regression Model for Customer Spend with ChatGPT

14. Building an MLP Model for Fashion-MNIST with ChatGPT

15. Building a CNN Model for CIFAR-10 with ChatGPT

16. Unsupervised Learning: Clustering and PCA

17. Machine Learning with Copilot

18. Regression with Copilot Chat

19. Regression with Copilot Suggestions

20. Increasing Efficiency with GitHub Copilot

21. Agents in Software Development

22. Conclusion

23. Other Books You May Enjoy

24. Index

Introduction

Building a web app involves the usage of HTML for markup, CSS for styling, and JavaScript for making it interactive.

We’ve come a long way from building a web app from static pages in the 1990s to now using frameworks to build large apps. Regardless of whether you use a framework or a library, it still rests on the same foundation, HTML, CSS, and JavaScript.

To tackle these three markup and programming languages, we can use an AI assistant. There’s more to using an AI assistant than generating text, given text input. You also need working knowledge of the area you’re trying to tackle. For markup languages like HTML and CSS, “working knowledge” means you should know how to structure a web page or configure the styling with CSS. In short, you know how to do the task at hand, and the AI assistant is there to make you faster and more efficient.

The output from the prompts mentioned in this chapter may vary based on training...