Develop and Deploy Serverless Event-Driven Machine Learning Applications

How to create application programming interfaces (APIs) hosting machine learning models using Zappa, Python, Flask, and AWS

Saleh Alkhalifa

Published in

Towards Data Science

8 min readJul 4, 2022

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Table of Contents:

1. Introduction to Serverless 2. IAM Permissions on AWS
3. Developing the Flask Application
4. Deploying with Zappa
5. Securing the API with Keys

Saleh Alkhalifa

Written by Saleh Alkhalifa

Writer for

Towards Data Science

Sr. Data Scientist

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