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Building AI Applications with OpenAI APIs

Building AI Applications with OpenAI APIs - Second Edition

By : Martin Yanev
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Building AI Applications with OpenAI APIs

Building AI Applications with OpenAI APIs

By: Martin Yanev

Overview of this book

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.
Table of Contents (19 chapters)
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1
Part 1:Getting Started with OpenAI APIs
4
Part 2: Build Web Applications with ChatGPT API
8
Part 3: ChatGPT, DALL-E, and Whisper APIs for Desktop Apps Development
14
Part 4: Advanced Concepts for Powering ChatGPT Apps

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.

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