Would you have survived the Titanic?

Enter a passenger's details and my Random Forest model will predict whether they survived. The prediction comes from the same Docker image that's on Docker Hub, running live on my server.

Checking the live API...

Passenger details

Prediction

Fill in the details and click Predict survival, or pick one of the example passengers.

How this works

This page sends the passenger details to my FastAPI app, which runs in a Docker container on my server. The app prepares the data the same way it was prepared for training, then asks the model for a prediction.

  • Model: Random Forest Classifier, about 82% accuracy on passengers it never saw during training
  • Training data: 891 passengers from Kaggle's Titanic dataset
  • Image: vfoster2docker/titanic-survival-api on Docker Hub
Training Notebook GitHub Docker Hub API Docs