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

Learning simple linear regression using ChatGPT Plus

Now that we have learned about simple linear regression while using ChatGPT, let’s learn about linear regression while using ChatGPT Plus. ChatGPT Plus, or GPT-4, includes the ability to upload datasets, analyze the dataset, and produce results if using simple libraries such as Python and Matplotlib. At the time of writing this chapter, it had a GPT assistant named Data Analysis, provided by OpenAI when using the mobile app. You could also select GPT-4 if using the browser version.

Note that you can also achieve the same using the free version but would need to execute the code yourself and modify the prompt.

Feature 1: Building a simple linear regression model step by step

We have learned how to create a regression model step by step using the free version of ChatGPT where we had to provide the dataset description, instructions on from where to load, and code compatible with Jupyter Notebook. In the case of...