AmishaSomaiya / MLOps_1

MLOps using Dockers, Github Actions and Heroku

MLOps : Machine Learning model deployment to Heroku Cloud Platform using Dockers and Github Actions

This repository builds a Machine Learning model from scratch and deploys the ML model in 4 ways as follows:

1. automated POST API using flask and Postman
2. front-end web application on local server using flask and html
3. deploy to Heroku cloud without Dockers
4. deploy to Heroku cloud with Dockers, CI/CD pipeline and Github Actions

Software and Tools Requirements :

1. Github Account
2. VSCode IDE
3. Git CLI
4. Postman
5. Heroku Account

Steps to build ML model :

Create environment

conda create -p venv python==3.7

Install required libraries

pip install -r requirements.txt

Reference : https://github.com/krishnaik06/bostonhousepricing.git