create env

conda create -n bank python=3.9 -y

activate env conda activate bank

create a req file

install requirements pip install -r requirements.txt

git init

dvc init

dvc add data_given/BankNote_Authentication.csv

git add . git commit -m "first commit"

git add . && git commit -m "update README.md"

git remote add origin https://github.com/MKchethan/banknote.git git branch -M main git push origin main

git add . && git commit -m "params added"

touch src/get_data.py python src/get_data.py

touch src/load_data.py python src/load_data.py

dvc repro

git add . && git commit -m "stage 1 completed" git push origin main

dvc repro

git add . && git commit -m "stage 2 completed" git push origin main

git add . && git commit -m "tracker is added" git push origin main

dvc metrics diff

dvc metrics show

pip install -r requirements.txt

git add . && git commit -m "pytest and tox" git push origin main

toxcommand-

tox

rebuliding tox-

tox -r

pytest command -

pytest -v

touch setup.py

setup commands

pip install -e .

build our own package commands-

python setup.py sdist bdist_wheel

git add . && git commit -m "added setup" git push origin main

Install jupiter-lab

pip install jupyterlab

mkdir prediction_service\model mkdir webapp touch app.py touch prediction_service/init.py touch prediction_service/prediction.py mkdir webapp\static\css mkdir webapp\static\sctipt touch webapp/static/css/main.css