Deploying a Machine Learning Model

In this tutorial, you will learn how to create a web application using Flask, a Python web framework, and deploy it to the cloud using Render. You will also learn how to add HTML templates to the web page and style it using CSS.

By the end of this tutorial, you will have a basic understanding of how to create a web application using Flask, how to integrate machine learning models into web applications, and how to deploy a web application to the cloud.

The following topics are covered in this tutorial:-

• Project setup using GitHub and Conda Environment
• Creating a simple web application using Flask
• Adding HTML template to the web app
• ML Models requirement for deployment
• Running the model locally on a Web Browser
• Publishing to GitHub & Deploying to Render
• Create an API Route for the model

Prerequisites