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Learn Python by Building Data Science Applications

You're reading from  Learn Python by Building Data Science Applications

Product type Book
Published in Aug 2019
Publisher Packt
ISBN-13 9781789535365
Pages 482 pages
Edition 1st Edition
Languages
Authors (2):
Philipp Kats Philipp Kats
Profile icon Philipp Kats
David Katz David Katz
Profile icon David Katz
View More author details

Table of Contents (26) Chapters

Preface Section 1: Getting Started with Python
Preparing the Workspace First Steps in Coding - Variables and Data Types Functions Data Structures Loops and Other Compound Statements First Script – Geocoding with Web APIs Scraping Data from the Web with Beautiful Soup 4 Simulation with Classes and Inheritance Shell, Git, Conda, and More – at Your Command Section 2: Hands-On with Data
Python for Data Applications Data Cleaning and Manipulation Data Exploration and Visualization Training a Machine Learning Model Improving Your Model – Pipelines and Experiments Section 3: Moving to Production
Packaging and Testing with Poetry and PyTest Data Pipelines with Luigi Let's Build a Dashboard Serving Models with a RESTful API Serverless API Using Chalice Best Practices and Python Performance Assessments Other Books You May Enjoy

Chapter 18

What is the REST API?

REST, or REpresentational State Transfer, is a general architecture for APIs interaction that uses the HTTP protocol. The main features of REST-compliant systems are being stateless and their separation of concerns between the client and the server.

What Python packages can be used to build a REST API?

At this point, there are quite a lot of frameworks that can be used to build a REST API in Python. The most popular ones are Flask, Django REST, Hug, Falcon, CherryPy, Quart, and many others. In this book, we're using the FastAPI framework.

What are the key features of the FastAPI framework?

FastAPI has a few unique characteristics. First, it is designed specifically with API in mind, which is different to many others. Second, it fully supports asynchronous execution and can work with a Uvicorn-Gunicorn inspired asynchronous server. Third, it...

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