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

Unveiling concerns about Generative AI

As Uncle Ben said to the young Peter Parker, “With great power comes great responsibility.”

As we reach the end of our enlightening journey through exploring the world of ChatGPT and GPT models, it is imperative to address the concerns that have emerged about these AI technologies. While the advancements in Generative AI have been nothing short of ground-breaking, they have also raised vital questions about privacy, security, ethical implications, and potential misuse.

In fact, many announcements and statements have been released in recent months about those topics from companies and institutions as well as individual speakers, including concerns, calls for stopping further developments, and proper regulations.

In the next section, I want to share some of the latest news and developments, hoping it will also stimulate reflections and guesses on what to expect in the near future.

Elon Musk calls for stopping development...