README.md

metadata

title: Getaround Pricing API
emoji: 🚗
colorFrom: blue
colorTo: green
sdk: docker
app_port: 7860

Getaround Pricing API

This API predicts the optimal daily rental price for a car based on its features.

Endpoints

GET /

Check if the API is running.

GET /health

Returns API status and model loading state.

POST /predict

Predict rental price.

Example input

{
  "input": [
    {
      "model_key": "Citroën",
      "mileage": 140000,
      "engine_power": 100,
      "fuel": "diesel",
      "paint_color": "black",
      "car_type": "sedan",
      "private_parking_available": true,
      "has_gps": false,
      "has_air_conditioning": true,
      "automatic_car": false,
      "has_getaround_connect": false,
      "has_speed_regulator": true,
      "winter_tires": false
    }
  ]
}

Example output

{
  "prediction": [120.5]
}

Model

• Random Forest Regressor
• Preprocessing: StandardScaler + OneHotEncoder (Pipeline)
• Trained on Getaround dataset

Tech Stack

• FastAPI
• Scikit-learn
• Pandas
• Joblib

Documentation

Interactive API documentation available at:

/docs