Building AI Applications with OpenAI APIs: Leverage ChatGPT, Whisper, and DALL-E APIs to build 10 innovative AI projects - Softcover

Martin Yanev

Softcover

ISBN 10: 1835884008 ISBN 13: 9781835884003

Publisher: Packt Publishing, 2024

Synopsis

Improve your app development skills by building a ChatGPT clone, code bug fixer, quiz generator, translation app, email auto-reply, PowerPoint generator, and more

Key Features

• Transition into an expert AI developer by mastering ChatGPT concepts, including fine-tuning and integrations
• Gain hands-on experience through real-world projects covering a wide range of AI applications
• Implement payment systems in your applications by integrating the ChatGPT API with Stripe
• Purchase of the print or Kindle book includes a free PDF eBook

Book Description

Unlock the power of AI in your applications with ChatGPT with this practical guide that shows you how to seamlessly integrate OpenAI APIs into your projects, enabling you to navigate complex APIs and ensure seamless functionality with ease.

This new edition is updated with key topics such as OpenAI Embeddings, which’ll help you understand the semantic relationships between words and phrases. You’ll find out how to use ChatGPT, Whisper, and DALL-E APIs through 10 AI projects using the latest OpenAI models, GPT-3.5, and GPT-4, with Visual Studio Code as the IDE. Within these projects, you’ll integrate ChatGPT with frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. You’ll get to grips with NLP tasks, build a ChatGPT clone, and create an AI code bug-fixing SaaS app. The chapters will also take you through speech recognition, text-to-speech capabilities, language translation, generating email replies, creating PowerPoint presentations, and fine-tuning ChatGPT, along with adding payment methods by integrating the ChatGPT API with Stripe.

By the end of this book, you’ll be able to develop, deploy, and monetize your own groundbreaking applications by harnessing the full potential of ChatGPT APIs.

What you will learn

• Develop a solid foundation in using the OpenAI API for NLP tasks
• Build, deploy, and integrate payments into various desktop and SaaS AI applications
• Integrate ChatGPT with frameworks such as Flask, Django, and Microsoft Office APIs
• Unleash your creativity by integrating DALL-E APIs to generate stunning AI art within your desktop apps
• Experience the power of Whisper API's speech recognition and text-to-speech features
• Find out how to fine-tune ChatGPT models for your specific use case
• Master AI embeddings to measure the relatedness of text strings

Who this book is for

This book is for a diverse range of professionals, including programmers, entrepreneurs, and software enthusiasts. Beginner programmers, Python developers exploring AI applications with ChatGPT, software developers integrating AI technology, and web developers creating AI-powered web applications with ChatGPT will find this book beneficial. Scholars and researchers working on AI projects with ChatGPT will also find it valuable. Basic knowledge of Python and familiarity with APIs is needed to understand the topics covered in this book.

Table of Contents

1. Getting Started with the ChatGPT API for NLP Tasks
2. Building a ChatGPT Clone
3. Creating and Deploying a Code Bug-Fixing Application Using Flask
4. Integrating the Code Bug-Fixing Application with a Payment Service
5. Quiz Generation App with ChatGPT and Django
6. Language Translation Desktop App with the ChatGPT API and Microsoft Word
7. Building an Outlook Email Reply Generator
8. Essay Generation Tool with PyQt and the ChatGPT API
9. Integrating the ChatGPT and DALL-E APIs: Building an End-to-End PowerPoint Presentation Generator
10. Speech Recognition and Text-to-Speech with the Whisper API
11. Choosing the Right ChatGPT API Model
12. Fine-Tuning ChatGPT to Create Unique API Models

About this title

About the Author

Martin Yanev is a highly accomplished software engineer with a wealth of expertise spanning diverse industries, including aerospace and medical technology. With an illustrious career of over eight years, Martin has carved a niche for himself in developing and seamlessly integrating cutting-edge software solutions for critical domains such as air traffic control and chromatography systems. Renowned as an esteemed instructor and a computer science professor at Fitchburg State University, Martin has empowered an impressive global community of over 280,000 students. His instructional prowess shines through as he imparts knowledge and guidance, leveraging his extensive proficiency in frameworks such as Flask, Django, pytest, and TensorFlow. Possessing a deep understanding of the complete spectrum of OpenAI APIs, Martin exhibits mastery in constructing, training, and fine-tuning AI systems. Martin's commitment to excellence is exemplified by his dual master's degrees in aerospace systems and software engineering. This remarkable academic achievement underscores his unwavering dedication to both the practical and theoretical facets of the industry. With his exceptional track record and multifaceted skill set, Martin continues to propel innovation and drive transformative advancements in the ever-evolving landscape of software engineering.

Edition details

• Publisher: Packt Publishing
• Publication date: 2024
• ISBN 10: 1835884008
• ISBN 13: 9781835884003
• Binding: Paperback
• Language: English
• Edition number: 2
• Number of pages: 252