How to Create Your Python Machine Learning Service API from Scratch

A step-by-step simple guide to create your own API with Python Flask and your own model from scratch.

Khalil SAIDI
Python in Plain English
3 min readOct 25, 2023

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Introduction

In this tutorial, we will learn how to build an ML based service using Python Flask API to deploy our model. Note that it is an explained step-by-step guide for beginners, so the goal is to learn how to do it step-by-step, and we are not looking for a highly performance model or API ☺.

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