book

OpenAI API Cookbook

by Henry Habib

March 2024

Intermediate to advanced

192 pages

4h 16m

English

Packt Publishing

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ForewordContributorsAbout the authorAbout the reviewers
Who this book is forWhat this book coversTo get the most out of this bookDownload the example code filesConventions usedSectionsGetting readyHow to do it…How it works…There’s more…See alsoGet in touchShare Your ThoughtsDownload a free PDF copy of this book
Technical requirementsSetting up your OpenAI Playground environmentGetting readyHow to do it…How it works…Running a completion request in the OpenAI PlaygroundGetting readyHow to do it…How it works…There’s more…Using the System Message in the OpenAI PlaygroundHow to do it…How it works…There’s more…Using the Chat Log to modify the model’s behaviorHow to do it…How it works…Making OpenAI API requests with PostmanGetting readyHow to do it…How it works…
Technical requirementsGenerating customized responses using the Chat Completions endpointGetting readyHow to do it…How it works…There’s more…Creating pictures using the Images endpointHow to do it…How it works…Generating transcripts using the Audio endpointGetting readyHow to do it…How it works…
Technical requirementsChanging the model parameter and understanding its impact on generated responsesGetting readyHow to do it…How it works…Controlling the number of generated responses using the n parameterHow to do it…How it works…Determining the randomness and creativity of generated responses using the temperature parameterHow to do it…How it works…
Technical requirementsUsing the Python library to call the OpenAI APIGetting readyHow to do it…How it works…Benefits and drawbacks of using the Python libraryUsing the embedding model for text comparisons and other use casesHow to do it…How it works…Fine-tuning a completion modelHow to do it…How it works…
Technical requirementsCreating a public endpoint server that calls the OpenAI APIGetting readyHow to do it…How it works…Extending the endpoint server to accept parameters and return dataHow to do it…How it works…Calling the user-created endpoint from no-code applicationsGetting readyHow to do it…How it works…
Technical requirementsCreating a wrapper application that generates replies to your emailsHow to do it…How it works…Creating a multi-modal application that generates travel itinerariesHow to do it…How it works…
Technical requirementsCreating a knowledge-retrieval assistant applicationGetting readyHow to do it…How it works…Creating a knowledge-retrieval assistant through the Assistants APIHow to do it…How it works…

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Overview

The "OpenAI API Cookbook" is your essential guide to leveraging the power of OpenAI in creating intelligent applications. You will learn how to harness the capabilities of the OpenAI API, including configuring parameters, building workflows, and deploying applications. By following the step-by-step recipes, you'll be able to create chatbots, virtual assistants, and more.

What this Book will help me do

Understand the fundamentals of the OpenAI API, including how to set it up and make first API calls.
Master the key features of the API, from system messages to fine-tuning for tailored applications.
Construct intelligent chatbots and content generators using detailed examples and recipes.
Integrate the OpenAI API into existing workflows or build standalone solutions.
Gain expertise in deploying the OpenAI-powered applications for live usage.

Author(s)

None Habib is a seasoned technologist with deep expertise in AI and software development. Having years of experience working with cutting-edge technologies like OpenAI's APIs, None specializes in making complex concepts digestible and providing practical guidance for developers. With this cookbook, None combines extensive technical knowledge with a hands-on approach to encourage learning through doing.

Who is it for?

This book is ideal for developers, AI enthusiasts, and tech professionals who want to build intelligent OpenAI-powered solutions. Beginners who understand basic Python as well as advanced developers looking to explore OpenAI APIs will find value in its content. If you aim to construct practical applications such as chatbots or virtual assistants efficiently, this book is for you.