ZhiHanZ / python-flask-sklearn-docker-template

A simple example of python api for real time machine learning, using scikit-learn, Flask and Docker

python-flask-docker-sklearn-template

A simple example of python api for real time machine learning. On init, a simple linear regression model is created and saved on machine. On request arrival for prediction, the simple model is loaded and returning prediction.
For more information read this post

requirements

docker installed

Run on docker

docker build . -t {some tag name}
detached : docker run -p 3000:5000 -d {some tag name}
interactive (recommended for debug): docker run -p 3000:5000 -it {some tag name}

Run on local computer

python -m venv env
source env/bin/activate
python -m pip install -r ./requirements.txt
python app.py

Use sample api

127.0.0.1:3000/isAlive
127.0.0.1:3000/prediction/api/v1.0/some_prediction?f1=4&f2=4&f3=4