snar2019/mlops-GA

This repo is cerated for mlops project

This is Revenue prediction project for e-commerce client with MLOPS integration

Codes to start with the project:

create env

conda create -n MLOPS python=3.7 -y activate env

snar2019conda activate MLOPS created a req file

install the req

pip install -r requirements.txt download the data from

#https://drive.google.com/drive/folders/18zqQiCJVgF7uzXgfbIJ-04zgz1ItNfF5?usp=sharing

git init dvc init dvc add data_given/train.csv git add . git commit -m "first commit" #oneliner updates for readme

git add . && git commit -m "update Readme.md" git remote add origin https://github.com/snar2019/mlops-GA.git

git push origin main tox command -

tox for rebuilding -

tox -r pytest command

pytest -v setup commands -

pip install -e . build your own package commands-

python setup.py sdist bdist_wheel

create an artifcats folder

mlflow server command -

mlflow server
--backend-store-uri sqlite:///mlflow.db
--default-artifact-root ./artifacts
--host 0.0.0.0 -p 1234