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

Organizing chats

A time-saving feature that ChatGPT exhibits is the possibility of having multiple open threads or chats. In fact, when you start writing your first prompts, ChatGPT will automatically initiate a new chat and name it with a relevant title. Have a look at the top-left corner of the following screenshot:

Figure 3.10 – Creating a new chat in ChatGPT

Figure 3.10 – Creating a new chat in ChatGPT

You can always decide to start new chats from scratch, however, you might want to continue a conversation you started some days ago.

Imagine you have asked ChatGPT to explain the concept of linear regression, and then started a conversation with several follow-ups. Here is how it shows up:

Figure 3.11 – Example of an existing chat with context

Figure 3.11 – Example of an existing chat with context

At that point, within that chat, ChatGPT already has context, hence you can continue your conversation without the need to repeat concepts. Have a look here:

Figure 3.12 – An example of follow-up questions within the same context

Figure 3.12 – An...