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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
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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.
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Using a computer vision model with Hugging Face

Computer vision is a field of study and technology that focuses on enabling computers to extract meaningful information from digital images or videos, simulating human vision capabilities. It involves developing algorithms based on statistical methods or machine learning that allow machines to understand, analyze, and interpret visual data. A typical example of computer vision’s application is object detection: a system able to detect and recognize objects in an image. This is the kind of system we’ll build in this chapter.

To help us in this task, we’ll use a set of tools provided by Hugging Face. Hugging Face is a company whose goal is to allow developers to use the most recent and powerful AI models quickly and easily. For this, it has built two things:

  • A set of open source Python tools built on top of machine learning libraries such as PyTorch and TensorFlow. We’ll use some of them in this chapter...
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Building Data Science Applications with FastAPI - Second Edition
Published in: Jul 2023Publisher: PacktISBN-13: 9781837632749

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