/MLops

This repo contains the end-to-end MLops implementation

Primary LanguageJupyter Notebook

Wine quality webservice

Check the service https://firast-app.herokuapp.com/

Given certain values of different ingridents used you can predict the possible quality of the wine. It ranges between 5-9, where 5 is okay and 9 is extraordinary.

Want to replicate?

To get things started follow the instructions.

Creating a Virtual Envirnment

virtualenv mlops

Activating the envirnment(windows)

mlops\Scripts\activate

Installing the requirements

pip install -r requirements.txt

Create the necessary folders and files

python template.py

tox commands

tox

rebuilding

tox -r

pytest commands

pytest -v

setup commands

pip install -e .

Building the package

python setup.py sdist bdist_wheel