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Modern Generative AI with ChatGPT and OpenAI Models

By Valentina Alto
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  1. Free Chapter
    Chapter 1: Introduction to Generative AI
About this book
Generative AI models and AI language models are becoming increasingly popular due to their unparalleled capabilities. This book will provide you with insights into the inner workings of the LLMs and guide you through creating your own language models. You’ll start with an introduction to the field of generative AI, helping you understand how these models are trained to generate new data. Next, you’ll explore use cases where ChatGPT can boost productivity and enhance creativity. You’ll learn how to get the best from your ChatGPT interactions by improving your prompt design and leveraging zero, one, and few-shots learning capabilities. The use cases are divided into clusters of marketers, researchers, and developers, which will help you apply what you learn in this book to your own challenges faster. You’ll also discover enterprise-level scenarios that leverage OpenAI models’ APIs available on Azure infrastructure; both generative models like GPT-3 and embedding models like Ada. For each scenario, you’ll find an end-to-end implementation with Python, using Streamlit as the frontend and the LangChain SDK to facilitate models' integration into your applications. By the end of this book, you’ll be well equipped to use the generative AI field and start using ChatGPT and OpenAI models’ APIs in your own projects.
Publication date:
May 2023
Publisher
Packt
Pages
286
ISBN
9781805123330

 

Part 1: Fundamentals of Generative AI and GPT Models

In Part 1 of this book, the fundamentals of Generative AI and GPT models are introduced, including a brief history of the development of OpenAI and its flagship set of models, the GPT family.

This part starts with an overview of the domain of generative AI, providing you with foundation knowledge about this area of research of AI, including its history and state-of-the-art developments. You will also get familiar with the applications of generative AI, ranging from text generation to music composition.

Part 1 then introduces the company that brought the power of generative AI to the general public: OpenAI. You will get familiar with the technology behind OpenAI’s most popular release – ChatGPT – and understand the research journey that, starting from Artificial Neural Networks (ANNs), led to Large Language Models (LLMs).

This part has the following chapters:

About the Author
  • Valentina Alto

    After completing her bachelor's degree in finance, Valentina Alto pursued a master's degree in data science in 2021. She began her professional career at Microsoft as an Azure Solution Specialist, and since 2022, she has been primarily focused on working with Data & AI solutions in the Manufacturing and Pharmaceutical industries. Valentina collaborates closely with system integrators on customer projects, with a particular emphasis on deploying cloud architectures that incorporate modern data platforms, data mesh frameworks, and applications of Machine Learning and Artificial Intelligence. Alongside her academic journey, she has been actively writing technical articles on Statistics, Machine Learning, Deep Learning, and AI for various publications, driven by her passion for AI and Python programming.

    Browse publications by this author
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