kaggle_titanic_deploy

Project to deploy a machine learning model based on Titanic dataset from Kaggle

In this project we used the Titanic dataset from Kaggle to build a simple Machine Learning Model and wrap it into a python application and run a FastAPI service to make real time predictions.

Prediction Service

The prediction service works as following:

Run Locally

using docker:

docker build -t kaggle_titanic_deploy .
docker run -it -p 8000:8000 kaggle_titanic_deploy 

without docker:

pipenv install
gunicorn predictor.api.app:app --worker-class uvicorn.workers.UvicornWorker --bind 0.0.0.0:8000

More info

• Link to presentation on Python Brasil 2021: https://www.youtube.com/watch?v=2YAWmpVgn0g
• Link to Medium post: TBD