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

Use case: a Web API for an e-commerce site

So far, in this book, we’ve taken you through the process of building a front-end application for an e-commerce site. We used an AI assistant to help us with the front-end application. Now, we will build a Web API for the e-commerce site.

In the previous section, we used an AI assistant to help us create a Flask app. Now, we will use the AI assistant to help us create a Web API for an e-commerce site.

Step 1: Create a Web API for an e-commerce site

Let’s plan this task first. Based on previous chapters, the e-commerce site has the following features:

Product catalog: Containing the products we aim to sell.
Shopping cart: With a shopping cart, we can add products to the cart, remove products from the cart, and update the quantity of products in the cart. Once we’re happy with the products in the cart, we can check out and have the products paid for and shipped.
A checkout process: In...