eBook Description

AI/ML Web App Development for Everyone: A 5-Day Beginner’s Guide to Build ChatGPT Voice Assistant Understands 97 spoken languages

This book provides a step-by-step guide for anyone to develop their own AI/ML web application, regardless of their technical background. Through hands-on tutorials, expert advice, and best practices, readers will gain a thorough understanding of the fundamental concepts of AI/ML web app development, as well as the essential tools and programming languages required to build a web app. By the end of the book, readers will be able to build a fully functional voice assistant that can understand many spoken languages and can interact with ChatGPT via voice, and deploy their web app to the cloud.

What you will learn

• Develop your own AI/ML web application, even with a limited technical background.
• Understand the fundamental concepts of AI/ML web app development, including essential tools and programming languages, through step-by-step tutorials, best practices, and expert advice.
• Build a voice assistant that understands 97 different spoken languages and can interact with ChatGPT via voice.
• Deploy your voice assistant web app to the cloud using Streamlit Share.
• Where and how to explore and access additional resources for further exploration in AI/ML development

Who this book is for

This book is for a diverse audience, including non-engineers, engineers, hackathon teams, college students, and teenagers. Non-engineers can gain a strong understanding of AI/ML development for their personal or business projects, while hackathon teams can develop their own AI/ML web app using clear explanations and detailed tutorials. College students and teenagers can use this book as a comprehensive and accessible guide to AI/ML web app development.

Table of Contents

• Introduction
  • A. Introduction to AI/ML and its applications
  • B. Overview of the book, its goals, and target audience
• Day 1: Fundamentals of AI/ML web apps
  • A. Examples of AI/ML web apps
  • B. Understanding the data requirements for AI/ML
  • C. Defining business requirements for AI/ML web app
  • D. Key components of an AI/ML web application
• Day 2:  Setting up a development environment
  • A. Overview of tools for AI/ML web app development
  • B. Setting up the development environment
  • C. Using VS Code IDE (Integrated Development Environment)
• Day 3: Python and Streamlit development
  • A. Understanding the basic python programming
  • B. Introduction to Streamlit and its components
  • C. Building a simple Streamlit web app step-by-step
  • D. Docker containerizes your web app for easy deployment
  • E. Best practices for Python and Streamlit
• Day 4: Build a ChatGPT voice assistant
  • A. Key components of a voice assistant system
  • B. Defining the user interface of the voice assistant
  • C. Transcribe 97 spoken languages with Whisper ASR model
  • D. Calling the ChatGPT API to get its response
  • E. Using text-to-speech to speak ChatGPT response back
  • F. Complete code of the ChatGPT voice assistant
• Day 5: Share your web app with the world
  • A. Cloud deployment overview
  • B. Preparing the web app for Streamlit Share deployment
  • C. Deploying the Streamlit app to the Streamlit Share cloud
• Summary and advanced topics for further exploration
  • A. Recap of key concepts and takeaways
  • B. Advanced topics for further exploration
  • C. Additional resources for learning more AI/ML Development
    

About the Author

Dr. Mingkuan Liu is a seasoned expert with over two decades of experience in designing and developing large-scale AI/ML systems in the high-tech industry. With a background as a front-line research engineer and research scientist, and experience leading high-performing AI research and development teams in various small, mid, and large-sized companies, Dr. Liu brings a wealth of knowledge and expertise to the table. 

Currently serving as the VP of Data Science and Machine Learning, Mingkuan leads the AI/ML-based automation strategy, execution, and development for the company. 

Now, Mingkuan is bringing his wealth of knowledge and expertise to everyone in his new How-To-Do-AI book series. The first book in this series, "AI Development for Everyone: A 5-Day Beginner’s Guide to Build ChatGPT Voice Assistant that Understands 97 spoken languages," is a comprehensive guide that breaks down complex AI concepts into easy-to-understand language. 

With this book, non-technical professionals can learn to develop AI applications and master the art of AI development in just 5 days. Join Dr. Liu on this journey and get ready to become an AI expert!