Prompt Genius: Generate Python Web Applications using AI
Prompt Genius: Generate Python Web Applications using AI
About the Book
Your new pair programmer is AI. This book demystifies how you can use this breakthrough technology today. Learn how to leverage ChatGPT, Google Bard, or Bing to streamline coding, debugging, and testing.
I was skeptical at first. And then I dug into the AI tools and found I was amazed at what they could do. In this groundbreaking book, you'll learn how to rapidly build software using a collection of expertly crafted prompt templates. These design and coding prompts will empower you to create entire applications with ease. The book uses Python and the Django web framework.
Includes a Prompt Template Checklist (Cheatsheet)
Get all of the prompts you need to design and develop great applications in one handy checklist. The book includes specialized prompts to:
- Start a new web project in minutes
- Design and generate Model classes
- Implement use cases, including the front-end user interface
- Implement business services and REST APIs
- Add security mechanisms such as authentication and authorization
Who is this book for?
- Experienced developers that want to stay ahead of the technology curve and strengthen their skills in new ways
- Junior developers who want to kickstart their careers and build their skillset quickly
- Team leads and managers who want to boost productivity on their teams.
- Solopreneurs that have a startup idea and want to learn how to build it quickly
Learn how to use generative AI capabilities within your applications
Code examples are provided for ChatGPT and Bard, including reusable helper functions to speed up the process so you can use them in your application.
Not familiar with Python or Django? That's ok.
Neither was I before I started using AI-assisted coding. Data science and AI applications are increasingly supported using Python libraries, so it seemed like a natural fit. I could run Google searches to learn how to do things, but AI not only showed me how to implement applications in these languages, it taught me the patterns as well.
Level up your coding skills and unleash your potential as you delve into a treasure trove of ready-to-use templates. These prompts work with all types of applications including e-commerce, chatbots, and data analytics. The book walks you through the process step-by-step.
About the Author
Table of Contents
- 1 AI templates to build your entire application
- 1.1 The state of the world in AI assisted coding
- 1.2 How software engineering roles change when using AI
- 1.3 Your code may vary
- 2 Setup your environment
- 2.1 Install Python
- 2.2 Install an IDE (i.e. PyCharm)
- 2.3 Create your OpenAI account
- 2.4 Install the CodeGPT plugin
- 2.5 Idea, set, let’s go
- 3 Prompt One: Start your web project (with Django)
- 3.1 The Model-View-Controller (MVC) Architectural Pattern
- 4 Prompt Two: Create your models
- 4.1 Designing Models
- 4.2 Err on the side of too much detail in prompts
- 4.3 Running Django test cases
- 5 Prompt Three: Implement your first use case
- 5.1 Define the user personas
- 5.2 Define what actions each user person can take
- 6 Prompt Four: Implement a business service
- 6.1 Implement a generative AI service
- 6.2 Parse the data returned from a generative AI function
- 7 Prompt Five: Implement a complex use case
- 7.1 Modify our existing implementation to create multiple quiz questions
- 7.2 Modify the existing page style
- 8 Prompt Six: Implement a use case that uses generated data
- 8.1 Persist the results to the database
- 9 Prompt Seven: User authentication
- 10 Prompt Eight: Reporting use case
- 10.1 Creating a graph based on your data
- 11 Prompt Checklist
- 1 AI templates to build your entire application
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