Building AI Applications with ChatGPT APIs : Master ChatGPT, Whisper, and DALL-E APIs by Building Ten Innovative AI Projects / Martin Yanev.

Format:

Book

Author/Creator:

Yanev, Martin, author.

Language:

English

Subjects (All):

ChatGPT.

Artificial intelligence--Computer programs.

Artificial intelligence.

Physical Description:

1 online resource (258 pages)

Edition:

First edition.

Place of Publication:

Birmingham, England : Packt Publishing Ltd., [2023]

Biography/History:

Yanev Martin: Martin Yanev is an experienced Software Engineer who has worked in the aerospace and industries for over 8 years. He specializes in developing and integrating software solutions for air traffic control and chromatography systems. Martin is a well-respected instructor with over 280, 000 students worldwide, and he is skilled in using frameworks like Flask, Django, Pytest, and TensorFlow. He is an expert in building, training, and fine-tuning AI systems with the full range of OpenAI APIs. Martin has dual master's degrees in Aerospace Systems and Software Engineering, which demonstrates his commitment to both practical and theoretical aspects of the industry.

Summary:

Enhance your application development skills with the power of the ChatGPT API, mastering innovative application building, model fine-tuning, and tool integration through practical examples Key Features Become proficient in building AI applications with ChatGPT, DALL-E, and Whisper Understand how to select the optimal ChatGPT model and fine-tune it for your specific use case Monetize your applications by integrating the ChatGPT API with Stripe Purchase of the print or Kindle book includes a free PDF eBook Book Description Combining ChatGPT APIs with Python opens doors to building extraordinary AI applications. By leveraging these APIs, you can focus on the application logic and user experience, while ChatGPT's robust NLP capabilities handle the intricacies of human-like text understanding and generation. This book is a guide for beginners to master the ChatGPT, Whisper, and DALL-E APIs by building ten innovative AI projects. These projects offer practical experience in integrating ChatGPT with frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. Throughout this book, you'll get to grips with performing NLP tasks, building a ChatGPT clone, and creating an AI-driven code bug fixing SaaS application. You'll also cover speech recognition, text-to-speech functionalities, language translation, and generation of email replies and PowerPoint presentations. This book teaches you how to fine-tune ChatGPT and generate AI art using DALL-E APIs, and then offers insights into selling your apps by integrating ChatGPT API with Stripe. With practical examples available on GitHub, the book gradually progresses from easy to advanced topics, cultivating the expertise required 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 ChatGPT API for natural language processing tasks Build, deploy, and capitalize on a variety of desktop and SaaS AI applications Seamlessly integrate ChatGPT with established frameworks such as Flask, Django, and Microsoft Office APIs Channel your creativity by integrating DALL-E APIs to produce stunning AI-generated art within your desktop applications Experience the power of Whisper API's speech recognition and text-to-speech features Discover techniques to optimize ChatGPT models through the process of fine-tuning Who this book is for With best practices, tips, and tricks for building applications using the ChatGPT API, this book is for programmers, entrepreneurs, and software enthusiasts. Python developers interested in AI applications involving ChatGPT, software developers who want to integrate AI technology, and web developers looking to create AI-powered web applications with ChatGPT will also find this book useful. A fundamental understanding of Python programming and experience of working with APIs will help you make the most of this book.

Contents:

Cover

Title Page

Copyright and Credits

Contributors

Table of Contents

Preface

Part 1:Getting Started with OpenAI APIs

Chapter 1: Beginning with the ChatGPT API for NLP Tasks

Technical Requirements

The ChatGPT Revolution

Using ChatGPT from the Web

Creating an OpenAI Account

ChatGPT Web Interface

Getting Started with the ChatGPT API

Obtaining an API Key

API Tokens and Pricing

Setting Up Your Python Development Environment

Installing Python and the PyCharm IDE

Setting Up a Python Virtual Environment

The pip Package Installer

Building a Python Virtual Environment from the Terminal

A Simple ChatGPT API Response

Summary

Chapter 2: Building a ChatGPT Clone

Creating a ChatGPT Clone with Flask

Frontend HTML Generation

Enhancing the ChatGPT Clone Design

Intercepting ChatGPT API Endpoints

Part 2: Building Web Applications with the ChatGPT API

Chapter 3: Creating and Deploying an AI Code Bug Fixing SaaS Application Using Flask

Performing Multiple ChatGPT API Requests

Setting Up the Code Bug Fixer Project

Implementing the Code Bug Fixer Backend

Using Text Areas and Containers

Testing the Code Bug Fixer App

Deploying the ChatGPT App to the Azure Cloud

Chapter 4: Integrating the Code Bug Fixer Application with a Payment Service

Integrating Payments with Stripe

Setting Up a SQL User Database

Initializing a SQL Database

Getting a Browser Fingerprint ID

Tracking Application Users

Implementing the Usage Counters

Adding Payments to a ChatGPT Application

Building the Payments Page

Confirming User Payments

Chapter 5: Quiz Generation App with ChatGPT and Django

Building a Django Project.

Creating the Exam App Frame and Views

Connecting Django Views and URLs

Developing Django Templates

Running Your Django Application

Integrating ChatGPT and Django for Quiz Generation

Building the Quiz Generation Text Area and Submit Button

Creating ChatGPT API Views with Django

Storing and Downloading Generated Quizzes

Saving the Quizzes in an SQLite Database

Building the Download Quiz View

Designing the Download Template

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

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

Integrating ChatGPT API with Microsoft Office

Building a User Interface with Tkinter

Integrating Microsoft Word Text with the ChatGPT API

Translating a Word Text with ChatGPT 3.5 Turbo

Chapter 7: Building an Outlook Email Reply Generator

Passing Outlook Data to the ChatGPT API

Setting Up the Outlook Email

Accessing Email Data with the win32com Client

Generating automatic email replies

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

Building a Desktop Application with PyQT

Setting Up the Essay Generation Tool Project

Building the Application GUI with PyQt

Creating Essay Generation Methods with the ChatGPT API

Controlling the ChatGPT API Tokens

Chapter 9: Integrating ChatGPT and DALL-E API: Build End-to-End PowerPoint Presentation Generator

Using DALL-E and the DALL-E API

Building PowerPoint Apps with the PPTX Python Framework

Generating Art with the DALL-E API

Finalizing and Testing the AI Presentation Generator

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

Technical Requirements.

Implementing Text Translation and Transcription with the Whisper API

Building a Voice Transcriber Application

Using PyDub for Longer Audio Inputs

Part 4: Advanced Concepts for Powering ChatGPT Apps

Chapter 11: Choosing the Right ChatGPT API Model

ChatGPT API Models - GPT-3, GPT-4, and Beyond

Using Chat Completion Parameters

ChatGPT API Rate Limits

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

Fine-Tuning ChatGPT

Fine-Tuned Model Dataset Preparation

Building and Using the Fine-Tuned Model

Index

Other Books You May Enjoy.

Notes:

Includes index.

Description based on print version record.

ISBN:

9781805128601

1805128604

OCLC:

1396975373