AI-Assisted Programming for Web and Machine Learning

Table of Contents

1. It's a New World, One With AI Assistants, and You're Invited
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