Build a simple machine learning web application using Streamlit and deploy on Heroku in 5 easy steps
how to build a simple web application to serve ML Pipeline in Python and deploy it on Heroku cloud service in few easy steps.
Introduction
By the end of this tutorial, you will be able to build a fully functional web app to generate online predictions (one-by-one) and predictions by batch (by uploading a csv file) using trained machine learning model. The final app looks like this:
What you will learn in this tutorial
- What is a deployment and why do we deploy machine learning models?
- Develop a machine learning pipeline and train models using PyCaret.
- Build a simple web app using a Streamlit open-source framework.
- Deploy a web app on ‘Heroku’ and see the model in action.
This tutorial will cover the entire workflow starting from training a machine learning model and developing a pipeline in Python, developing a simple…
