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

An overview of OpenAI model families

Today, OpenAI offers a set of pre-trained, ready-to-use models that can be consumed by the general public. This has two important implications:

  • Powerful foundation models can be consumed without the need for long and expensive training
  • It’s not necessary to be a data scientist or an ML engineer to manipulate those models

Users can test OpenAI models in OpenAI Playground, a friendly user interface where you can interact with models without the need to write any code.

In the following screenshot, you can see the landing page of the OpenAI Playground:

Figure 2.4 – OpenAI Playground at https://platform.openai.com/playground

Figure 2.4 – OpenAI Playground at https://platform.openai.com/playground

As you can see from Figure 2.4, the Playground offers a UI where the user can start interacting with the model, which you can select on the right-hand side of the UI. To start interacting with the Playground, you can just type any questions or instructions in the input...