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You're reading from  Building Data Science Applications with FastAPI - Second Edition

Product typeBook
Published inJul 2023
Reading LevelIntermediate
PublisherPackt
ISBN-139781837632749
Edition2nd Edition
Languages
Python
Tools
FastAPI
Concepts
Data Science
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Author (1)
François Voron
François Voron
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François Voron

François Voron graduated from the University of Saint-Étienne (France) and the University of Alicante (Spain) with a master's degree in machine learning and data mining. A full stack web developer and a data scientist, François has a proven track record working in the SaaS industry, with a special focus on Python backends and REST APIs. He is also the creator and maintainer of FastAPI Users, the #1 authentication library for FastAPI, and is one of the top experts in the FastAPI community.
Read more about François Voron

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Summary

In this chapter, we showed how WebSockets can help us bring a more interactive experience to users. Thanks to the pretrained models provided by the Hugging Face community, we were able to quickly implement an object detection system. Then, we integrated it into a WebSocket endpoint with the help of FastAPI. Finally, by using a modern JavaScript API, we sent video input and displayed algorithm results directly in the browser. All in all, a project like this might sound complex to make at first, but we saw that powerful tools such as FastAPI enable us to get results in a very short time and with very comprehensible source code.

Until now, in our different examples and projects, we assumed the ML model we used was fast enough to be run directly in an API endpoint or a WebSocket task. However, that’s not always the case. In some cases, the algorithm is so complex it takes a couple of minutes to run. If we run this kind of algorithm directly inside an API endpoint, the...

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Building Data Science Applications with FastAPI - Second Edition
Published in: Jul 2023Publisher: PacktISBN-13: 9781837632749
© 2023 Packt Publishing Limited All Rights Reserved

Author (1)

author image
François Voron

François Voron graduated from the University of Saint-Étienne (France) and the University of Alicante (Spain) with a master's degree in machine learning and data mining. A full stack web developer and a data scientist, François has a proven track record working in the SaaS industry, with a special focus on Python backends and REST APIs. He is also the creator and maintainer of FastAPI Users, the #1 authentication library for FastAPI, and is one of the top experts in the FastAPI community.
Read more about François Voron

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