Book Image

Exploring GPT-3

By : Steve Tingiris
Book Image

Exploring GPT-3

By: Steve Tingiris

Overview of this book

Generative Pre-trained Transformer 3 (GPT-3) is a highly advanced language model from OpenAI that can generate written text that is virtually indistinguishable from text written by humans. Whether you have a technical or non-technical background, this book will help you understand and start working with GPT-3 and the OpenAI API. If you want to get hands-on with leveraging artificial intelligence for natural language processing (NLP) tasks, this easy-to-follow book will help you get started. Beginning with a high-level introduction to NLP and GPT-3, the book takes you through practical examples that show how to leverage the OpenAI API and GPT-3 for text generation, classification, and semantic search. You'll explore the capabilities of the OpenAI API and GPT-3 and find out which NLP use cases GPT-3 is best suited for. You’ll also learn how to use the API and optimize requests for the best possible results. With examples focusing on the OpenAI Playground and easy-to-follow JavaScript and Python code samples, the book illustrates the possible applications of GPT-3 in production. By the end of this book, you'll understand the best use cases for GPT-3 and how to integrate the OpenAI API in your applications for a wide array of NLP tasks.
Table of Contents (15 chapters)
1
Section 1: Understanding GPT-3 and the OpenAI API
4
Section 2: Getting Started with GPT-3
8
Section 3: Using the OpenAI API

Chapter 9: Building a GPT-3-Powered Question-Answering App

Up to this point, we've looked at (and written) a lot of code. But we haven't actually created a fully functional app. Well, that's what we're going to do now. In this chapter, we're going to build a simple but powerful web app that lets users ask questions that GPT-3 will answer from a knowledge base we will provide. The app could be used to answer any kind of questions, but we're going to use it to answer questions people might have about us – an ask me anything app. So, imagine a website that recruiters or a potential employer could use to ask questions about your skills, accomplishments, and experience. Not looking for a new job? No problem. Again, this app can be used for just about any question-answering application – so maybe a GPT-3-powered product FAQ, or a GPT-3-powered teaching assistant – it's completely up to you. We'll start with a quick overview of...