You're reading from Building AI Applications with OpenAI APIs Leverage ChatGPT, Whisper, and DALL-E APIs to build 10 innovative AI projects

Product type Paperback

Published in Oct 2024

Publisher Packt

ISBN-13 9781835884003

Length 252 pages

Edition 2nd Edition

Languages

Python

Concepts

GPT/LLMs

Author (1):

Martin Yanev

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Table of Contents (19) Chapters

Preface

1. Part 1:Getting Started with OpenAI APIs FREE CHAPTER

2. Chapter 1: Getting Started with the ChatGPT API for NLP Tasks

3. Chapter 2: Building a ChatGPT Clone

4. Part 2: Build Web Applications with ChatGPT API

5. Chapter 3: Creating and Deploying a Code Bug-Fixing Application Using Flask

6. Chapter 4: Integrating the Code Bug-Fixing Application with a Payment Service

7. Chapter 5: Quiz Generation App with ChatGPT and Django

8. Part 3: ChatGPT, DALL-E, and Whisper APIs for Desktop Apps Development

9. Chapter 6: Language Translation Desktop App with the ChatGPT API and Microsoft Word

10. Chapter 7: Building an Outlook Email Reply Generator

11. Chapter 8: Essay Generation Tool with PyQt and the ChatGPT API

12. Chapter 9: Integrating the ChatGPT and DALL-E APIs: Building an End-to-End PowerPoint Presentation Generator

13. Chapter 10: Speech Recognition and Text-to-Speech with the Whisper API

14. Part 4: Advanced Concepts for Powering ChatGPT Apps

15. Chapter 11: Choosing the Right ChatGPT API Model

16. Chapter 12: Fine-Tuning ChatGPT to Create Unique API Models

17. Index

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Preface

Hello there! The ChatGPT API is a powerful tool provided by OpenAI that enables developers to integrate the state-of-the-art ChatGPT language model into their own applications, allowing for interactive and dynamic conversational experiences through API calls. As the field of Artificial Intelligence (AI) rapidly evolves, so does the demand for intelligent and interactive systems that can understand and respond to human language and generate creative visual content.

There are three main OpenAI APIs that can enable developers to harness the power of AI:

ChatGPT API: Use this to unleash human-like text generation capabilities
Whisper API: Use this to enhance speech recognition and text-to-speech capabilities
DALL-E API: Use this to dive into the world of AI-generated art

The aim of this book is to empower you with the knowledge and skills required to leverage these powerful APIs effectively. Through a series of nine innovative AI projects, we will take you on a step-by-step journey to becoming a proficient developer, capable of creating, deploying, and monetizing your own intelligent applications.

Throughout this book, you will gain practical experience in integrating ChatGPT with popular frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. We will cover a wide range of NLP tasks and you will learn how to build your very own ChatGPT clone and create an AI-powered code bug-fixing SaaS application. Additionally, we will explore speech recognition, text-to-speech capabilities, language translation, embeddings, and generating email replies and PowerPoint presentations.

Furthermore, I will teach you how to fine-tune your own ChatGPT model. ChatGPT API fine-tuning opens possibilities for creating highly tailored and specialized AI applications. By fine-tuning the ChatGPT model, we can train it on specific datasets, allowing the AI to learn and adapt to specific domains, industries, or user requirements. This fine-tuning process enables the creation of AI applications with enhanced accuracy, improved relevance, and a deeper understanding of specific contexts.

In this era of the AI revolution, an abundance of opportunities awaits those with the skills to develop AI applications.