Book Image

Modern Generative AI with ChatGPT and OpenAI Models

By : Valentina Alto
4.9 (8)
Book Image

Modern Generative AI with ChatGPT and OpenAI Models

4.9 (8)
By: Valentina Alto

Overview of 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.
Table of Contents (17 chapters)
1
Part 1: Fundamentals of Generative AI and GPT Models
4
Part 2: ChatGPT in Action
11
Part 3: OpenAI for Enterprises

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

A/B testing

for marketing comparison 144-149

activation function 38

Active-Prompt 74

adversarial training 12

AETHER 196

American Psychological Association (APA) 172

AOAI’s applications

generator 203, 204

AOAI’s applications, with contracts

contract templates, providing 214-217

examples 203, 204

frontend, with Streamlit 217-221

key clauses, identifying 204-207

language, analyzing 207-209

potential issues, flagging 209-214

AOAI Service 185

Playground 186-189

Playground, exploring 189-195

application modernization 129

Artificial General Intelligence (AGI) 98, 243

Artificial Intelligence (AI) 3

Artificial Neural Networks (ANNs) 11, 30, 60

Azure OpenAI 182

using, in enterprises 202, 203

B

backpropagation algorithm...