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Building Data Science Applications with FastAPI

You're reading from  Building Data Science Applications with FastAPI

Product type Book
Published in Oct 2021
Publisher Packt
ISBN-13 9781801079211
Pages 426 pages
Edition 1st Edition
Languages
Author (1):
François Voron François Voron
Profile icon François Voron

Table of Contents (19) Chapters

Preface 1. Section 1: Introduction to Python and FastAPI
2. Chapter 1: Python Development Environment Setup 3. Chapter 2: Python Programming Specificities 4. Chapter 3: Developing a RESTful API with FastAPI 5. Chapter 4: Managing Pydantic Data Models in FastAPI 6. Chapter 5: Dependency Injections in FastAPI 7. Section 2: Build and Deploy a Complete Web Backend with FastAPI
8. Chapter 6: Databases and Asynchronous ORMs 9. Chapter 7: Managing Authentication and Security in FastAPI 10. Chapter 8: Defining WebSockets for Two-Way Interactive Communication in FastAPI 11. Chapter 9: Testing an API Asynchronously with pytest and HTTPX 12. Chapter 10: Deploying a FastAPI Project 13. Section 3: Build a Data Science API with Python and FastAPI
14. Chapter 11: Introduction to NumPy and pandas 15. Chapter 12: Training Machine Learning Models with scikit-learn 16. Chapter 13: Creating an Efficient Prediction API Endpoint with FastAPI 17. Chapter 14: Implement a Real-Time Face Detection System Using WebSockets with FastAPI and OpenCV 18. Other Books You May Enjoy

Chapter 7: Managing Authentication and Security in FastAPI

Most of the time, you don't want everyone on the internet to have access to your API, without any restrictions on the data they can create or read. That's why you'll need to at least protect your application with a private token or have a proper authentication system to manage rights per user. In this chapter, we'll see that FastAPI provides security dependencies to help us retrieve credentials following different standards that are directly integrated into the automatic documentation. We'll also build a basic user registration and authentication system to secure our API endpoints.

Finally, we'll cover security challenges you must tackle when you want to call your API from a web application in a browser – in particular, CORS and CSRF attacks.

In this chapter, we're going to cover the following main topics:

  • Security dependencies in FastAPI
  • Retrieving a user and generating...
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