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create env

conda create -n wineq python=3.9 -y

activate env

activate wineq

created requirements file

install the reqmnts

pip install -r requirements.txt

Download the data from "https://www.kaggle.com/datasets/sh6147782/winequalityred" to data_given directory

git init
dvc init
dvc add data_given/winequality.csv
git add .
git commit -m "first commit"
git add . && git commit -m "update Readme.md"
git remote add origin https://github.com/c17hawke/simple-dvc-demo.git
git branch -M main
git push origin main

tox command -

tox

for rebuilding

tox -r

pytest command

pytest -v

ssetup commands -

pip install -e .

build your own package commands

python setup.py sdist bdist wheel
create an artifacts folder


mlflow server command -


mlflow server \
    --backend-store-uri sqlite:///mlflow.db \
    --default-articaft-root ./articrafts \
    --host 0.0.0.0 -p 1234

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