You're reading from Building Data Science Applications with FastAPI Develop, manage, and deploy efficient machine learning applications with Python

Product type Paperback

Published in Jul 2023

Publisher Packt

ISBN-13 9781837632749

Length 422 pages

Edition 2nd Edition

Languages

Python

Tools

FastAPI

Concepts

Data Science

Author (1):

François Voron

View More author details

Table of Contents (21) Chapters

Preface

1. Part 1: Introduction to Python and FastAPI

2. Chapter 1: Python Development Environment Setup FREE CHAPTER

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 Injection in FastAPI

7. Part 2: Building and Deploying 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. Part 3: Building Resilient and Distributed Data Science Systems with FastAPI

14. Chapter 11: Introduction to Data Science in Python

15. Chapter 12: Creating an Efficient Prediction API Endpoint with FastAPI

16. Chapter 13: Implementing a Real-Time Object Detection System Using WebSockets with FastAPI

17. Chapter 14: Creating a Distributed Text-to-Image AI System Using the Stable Diffusion Model

18. Chapter 15: Monitoring the Health and Performance of a Data Science System

19. Index

Why subscribe?

20. Other Books You May Enjoy

Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

Symbols

*args syntax

using 27, 28

**kwargs syntax

using 27, 28

== None 22

access token

endpoints, securing with 189

generating 184

aggregating operations, NumPy

reference link 279

Amazon ECR

reference link 260

Amazon Elastic Container Service

reference link 261

Amazon RDS

reference link 256

Amazon Web Services (AWS) 214, 344

Any annotation

using 49

apt 4

arrays

adding 278

aggregating 279

comparing 279

creating, with NumPy 272-274

manipulating 270, 271

manipulating, with NumPy 276, 277

multiplying 278

asynchronous generator 170

asynchronous I/O

working with 51-54

Asynchronous Server Gateway Interface (ASGI) 52, 57

automatic interactive documentation 57

Azure Database for PostgreSQL

reference...

The rest of the chapter is locked

You're reading from Building Data Science Applications with FastAPI Develop, manage, and deploy efficient machine learning applications with Python

Table of Contents (21) Chapters

Index

Authors (1)

Personalised recommendations for you

You're reading from Building Data Science Applications with FastAPI Develop, manage, and deploy efficient machine learning applications with Python

Table of Contents (21) Chapters

Index

Unlock this book and the full library FREE for 7 days

Authors (1)

Personalised recommendations for you