Build Machine Learning Pipeline in Python and Deploy on Cloud easily

An end-to-end beginner’s guide to build machine learning pipeline in Python using PyCaret and deploy on Heroku Cloud

Photo by Igor Lypnytskyi 🇺🇦 on Unsplash

Introduction

In this tutorial we will build machine learning pipeline from scratch in Python using PyCaret library and a front-end web app using Flask framework and deploy it on Heroku cloud in few simple steps. You will learn:

• What is a deployment and why we deploy ML pipelines.
• Develop a machine learning pipeline using PyCaret.
• Build a simple front-end web app using Flask framework.
• Deploy ML pipeline with front-end web app on Heroku Cloud.

Image by Author

See live demo of app you will learn to build in this tutorial here

App you will build — https://pycaret-insurance.herokuapp.com/

Tools we will use in this tutorial

PyCaret