Building AI Applications With ChatGPT APIs: Master ChatGPT, Whisper, and DALL-E APIs by Building Ten Innovative AI Projects
Language: English
Application Development Artificial Intelligence Computers General Internet Natural Language Processing Science Web Services & APIs
Publisher: Packt Publishing
Published: Sep 21, 2023
Description:
Enhance your application development skills by building a ChatGPT clone, code bug fixer, quiz generator, translation app, email auto-reply, PowerPoint generator, and more in just one read!
Key Features
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
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.
Table of Contents
Review
“It is a great starting point for anyone looking to build applications that leverage ChatGPT. The book covers many application ideas and provides examples of how to integrate ChatGPT APIs with other tools like Django, Whisper, DALL-E, Tkinter, etc. These are simple applications and therefore great for someone who is starting out and wants to learn how to build a working application. Many OpenAI models are covered including some suggestions on how to choose the appropriate model for a given task, as well as how to fine tune an LLM. Although the book focuses on OpenAI models, I feel that the concepts discussed can be easily applied to other LLM APIs as well.
I think the author should have devoted some more time to discuss potential risks and downsides of using LLMs and how to comprehensively test these applications, and it would have been good to discuss potential ways to mitigate these challenges and risks before these applications are deployed. Overall an excellent starting point for building ChatGPT applications.”
Bipin Chadha, VP Data Science CSAA Insurance Group, a AAA Insurer
“Building AI Applications with ChatGPT APIs" by Martin Yanev is an exemplary guide for developers keen on mastering OpenAI's ChatGPT, Whisper, and DALL-E APIs. The book, published by Packt in 2023, offers a comprehensive journey through ten innovative AI projects, making it an indispensable resource for programmers, AI enthusiasts, and entrepreneurs.
Yanev's expertise shines as he delves into practical applications, integrating ChatGPT with popular frameworks like Flask, Django, and Microsoft Office APIs. The book is meticulously structured, starting with foundational concepts of NLP tasks using the ChatGPT API, advancing to building web applications, desktop apps, and culminating in advanced concepts for powering ChatGPT apps. Notably, Yanev guides readers in fine-tuning ChatGPT models, enhancing the tailored creation of AI applications.
Each chapter is a blend of theoretical insights and hands-on exercises, ensuring a deep understanding of the technologies. The inclusion of technical requirements, software/hardware covered, and a clear explanation of terms enhances the learning experience. The book's practical approach, coupled with real-world examples, makes it a valuable resource for anyone eager to delve into AI application development using OpenAI's APIs.
Overall, Martin Yanev's "Building AI Applications with ChatGPT APIs" stands out as an authoritative, well-structured, and practical guide, essential for those aspiring to leverage AI in application development.”
Pradeep Sanyal, Experienced CIO & CTO | AI Leader | Technology & AI Strategy Advisor | Advisory Board Member | Fractional CIO
“My journey through the book has been enriching, and I'm thrilled to share some pertinent insights:
In 2022, a silent digital revolution commenced, reshaping our online landscape. Enter ChatGPT, the unexpected hero now inseparable from our virtual lives—an ally transcending assistance to become a powerhouse crafting real-world impactful applications.
No longer just a tool, ChatGPT has evolved into a companion in our online quests. It goes beyond assistance; it's a gateway to dynamic conversations, just a simple API call away—unlocking a world of versatility for a competitive business edge.
In the dynamic AI landscape, ChatGPT stands out, offering intelligence, interaction, and creativity. OpenAI's trio of APIs amplifies its power:
➔ ChatGPT API: Unleashes human-like text generation.
➔ Whisper API: Elevates speech recognition and text-to-speech.
➔ DALL-E API: Explores the realm of AI-generated art.
This book is a game-changer for developing incredible ChatGPT-based applications.
Let's delve into the chapters:
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟭: 𝗕𝗲𝗴𝗶𝗻𝗻𝗶𝗻𝗴 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗔𝗣𝗜 𝗳𝗼𝗿 𝗡𝗟𝗣 𝗧𝗮𝘀𝗸𝘀
➜ Dive into the world of ChatGPT API
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟮: 𝗕𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗮 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗖𝗹𝗼𝗻𝗲
➜ Master designing a ChatGPT clone with a step-by-step guide
➜ Cover everything from backend development to deployment and frontend design
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟯: 𝗖𝗿𝗲𝗮𝘁𝗶𝗻𝗴 𝗮𝗻𝗱 𝗗𝗲𝗽𝗹𝗼𝘆𝗶𝗻𝗴 𝗮𝗻 𝗔𝗜 𝗖𝗼𝗱𝗲 𝗕𝘂𝗴 𝗙𝗶𝘅𝗶𝗻𝗴 𝗦𝗮𝗮𝗦 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗨𝘀𝗶𝗻𝗴 𝗙𝗹𝗮𝘀𝗸
➜ Build and deploy a robust SaaS app powered by ChatGPT
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟰: 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗻𝗴 𝘁𝗵𝗲 𝗖𝗼𝗱𝗲 𝗕𝘂𝗴 𝗙𝗶𝘅𝗲𝗿 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝘄𝗶𝘁𝗵 𝗮 𝗣𝗮𝘆𝗺𝗲𝗻𝘁 𝗦𝗲𝗿𝘃𝗶𝗰𝗲
➜ Gain insights into integrating a payment service
➜ Implement a Stripe API-based payment mechanism for added functionality
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟱: 𝗤𝘂𝗶𝘇 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻 𝗔𝗽𝗽 𝘄𝗶𝘁𝗵 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗮𝗻𝗱 𝗗𝗷𝗮𝗻𝗴𝗼
➜ Integrate ChatGPT API into Django
➜ Create Django pages and views with AI capabilities for a dynamic quiz generation app
𝗖𝗵𝗮𝗽𝘁𝗲𝗿 𝟲: 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗧𝗿𝗮𝗻𝘀𝗹𝗮𝘁𝗶𝗼𝗻 𝗗𝗲𝘀𝗸𝘁𝗼𝗽 𝗔𝗽𝗽 𝘄𝗶𝘁𝗵 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗔𝗣𝗜 𝗮𝗻𝗱 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗪𝗼𝗿𝗱
➜ Utilize ChatGPT API for Microsoft Word text translation
𝗖𝗵𝗮𝗽𝘁𝗲𝗿𝘀 𝟳-𝟭𝟮: 𝗖𝗼𝘃𝗲𝗿𝗶𝗻𝗴 𝗮 𝗦𝗽𝗲𝗰𝘁𝗿𝘂𝗺 𝗼𝗳 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀
➜ Explore various applications like the Outlook Email Reply Generator, Essay Generation Tool, PowerPoint Presentation Generator, Speech Recognition, and Fine-Tuning ChatGPT.”
Petar Dimov, Senior Investment & Venture Analyst at Alchemy Crew | Management and Entrepreneurship | fCMgr MCMI
About the Author
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.