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

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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

Understanding ChatGPT

ChatGPT, an OpenAI development, is a specialized version of the GPT model designed to simulate human-like conversations. It excels in creating human-like text in dialogues, handling a variety of topics. It’s available for free at chat.openai.com, with a premium ChatGPT Plus option (also known as GPT-4), and can draft essays, generate art prompts, and program code. The premium version offers enhanced features such as visual and audio input and output handling, file uploads, code execution, data visualization with select Python libraries, and customizable GPT capabilities.

You can access ChatGPT simply by visiting chat.openai.com and creating an OpenAI account. It is also available as an app for both Android and iOS. More details can be found on the official website (https://openai.com/).

Figure 3.1: Offerings of OpenAI

How does ChatGPT work?

ChatGPT, paralleling Copilot’s code-oriented approach but in natural language processing...

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

Table of Contents (25) Chapters

Understanding ChatGPT

How does ChatGPT work?

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Authors (5)

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