Building AI Applications with ChatGPT APIs: Master ChatGPT, Whisper, and DALL-E APIs by building ten innovative AI projects

Building AI Applications with ChatGPT APIs....2 Contributors....5 About the Author....5 About the Reviewers....5 Preface....15 Who this book is for....16 What this book covers....17 To get the most out of this book....18 Download the example code files....19 Get in touch....20 Share Your Thoughts....20 Download a free PDF copy of this book....21 Part 1:Getting Started with OpenAI APIs....22 Chapter 1: Beginning with the ChatGPT API for NLP Tasks....23 Technical Requirements....23 The ChatGPT Revolution....24 Using ChatGPT from the Web....25 Creating an OpenAI Account....25 ChatGPT Web Interface....27 Getting Started with the ChatGPT API....30 Obtaining an API Key....30 API Tokens and Pricing....32 Setting Up Your Python Development Environment....34 Installing Python and the PyCharm IDE....35 Setting Up a Python Virtual Environment....35 The pip Package Installer....37 Building a Python Virtual Environment from the Terminal....38 A Simple ChatGPT API Response....38 Summary....42 Chapter 2: Building a ChatGPT Clone....44 Technical Requirements....45 Creating a ChatGPT Clone with Flask....45 Frontend HTML Generation....49 Enhancing the ChatGPT Clone Design....52 Intercepting ChatGPT API Endpoints....53 Summary....55 Part 2: Building Web Applications with the ChatGPT API....57 Chapter 3: Creating and Deploying an AI Code Bug Fixing SaaS Application Using Flask....58 Technical Requirements....58 Performing Multiple ChatGPT API Requests....59 Setting Up the Code Bug Fixer Project....60 Implementing the Code Bug Fixer Backend....62 Using Text Areas and Containers....64 Testing the Code Bug Fixer App....68 Deploying the ChatGPT App to the Azure Cloud....71 Summary....75 Chapter 4: Integrating the Code Bug Fixer Application with a Payment Service....77 Technical Requirements....77 Integrating Payments with Stripe....78 Setting Up a SQL User Database....80 Initializing a SQL Database....81 Getting a Browser Fingerprint ID....83 Tracking Application Users....84 Implementing the Usage Counters....86 Adding Payments to a ChatGPT Application....89 Building the Payments Page....89 Confirming User Payments....94 Summary....97 Chapter 5: Quiz Generation App with ChatGPT and Django....99 Technical Requirements....100 Building a Django Project....100 Creating the Exam App Frame and Views....104 Connecting Django Views and URLs....104 Developing Django Templates....107 Running Your Django Application....111 Integrating ChatGPT and Django for Quiz Generation....113 Building the Quiz Generation Text Area and Submit Button....113 Creating ChatGPT API Views with Django....115 Storing and Downloading Generated Quizzes....119 Saving the Quizzes in an SQLite Database....120 Building the Download Quiz View....122 Designing the Download Template....124 Summary....127 Part 3: The ChatGPT, DALL-E, and Whisper APIs for Desktop Apps Development....129 Chapter 6: Language Translation Desktop App with the ChatGPT API and Microsoft Word....130 Technical Requirements....130 Integrating ChatGPT API with Microsoft Office....131 Building a User Interface with Tkinter....133 Integrating Microsoft Word Text with the ChatGPT API....138 Translating a Word Text with ChatGPT 3.5 Turbo....138 Summary....143 Chapter 7: Building an Outlook Email Reply Generator....145 Technical Requirements....146 Passing Outlook Data to the ChatGPT API....146 Setting Up the Outlook Email....147 Accessing Email Data with the win32com Client....149 Generating automatic email replies....153 Summary....159 Chapter 8: Essay Generation Tool with PyQt and the ChatGPT API....160 Technical Requirements....161 Building a Desktop Application with PyQT....161 Setting Up the Essay Generation Tool Project....162 Building the Application GUI with PyQt....163 Creating Essay Generation Methods with the ChatGPT API....168 Controlling the ChatGPT API Tokens....170 Summary....173 Chapter 9: Integrating ChatGPT and DALL-E API: Build End-to-End PowerPoint Presentation Generator....174 Technical Requirements....175 Using DALL-E and the DALL-E API....175 Building PowerPoint Apps with the PPTX Python Framework....177 Generating Art with the DALL-E API....181 Finalizing and Testing the AI Presentation Generator....183 Summary....188 Chapter 10: Speech Recognition and Text-to-Speech with the Whisper API....189 Technical Requirements....190 Implementing Text Translation and Transcription with the Whisper API....190 Building a Voice Transcriber Application....194 Using PyDub for Longer Audio Inputs....197 Summary....198 Part 4:Advanced Concepts for Powering ChatGPT Apps....200 Chapter 11: Choosing the Right ChatGPT API Model....201 Technical Requirements....202 ChatGPT API Models – GPT-3, GPT-4, and Beyond....202 Using Chat Completion Parameters....206 ChatGPT API Rate Limits....211 Summary....213 Chapter 12: Fine-Tuning ChatGPT to Create Unique API Models....214 Technical Requirements....214 Fine-Tuning ChatGPT....215 Fine-Tuned Model Dataset Preparation....217 Building and Using the Fine-Tuned Model....221 Summary....225 Index....227 Why subscribe?....236 Other Books You May Enjoy....236 Packt is searching for authors like you....238 Download a free PDF copy of this book....239