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

Introducing JSON

In this section, we'll do a quick introduction to JSON. JSON is a popular data-interchange format that is lightweight, easy for machines to parse, and easy for humans to read.

The JSON syntax is based on a subset of the JavaScript programming language and it defines two data structures:

  • A collection of name/value pairs
  • An ordered list of values

These two data structures are supported in one way or another by virtually all modern programming languages. So, although the JSON syntax is based on a subset of JavaScript, it can be easily used with other languages as well.

The two data structures in JSON are defined as either an object or an array. An object begins with a left brace and ends with a right brace. An empty object would look like the following example:

{}

An object can contain a set of name/value pairs, referred to as elements. Elements in an object don't need to be in any particular order and the value can...