prediction_script.py

import joblib
import pandas as pd

   
model = joblib.load('random_forest_model.pkl') 

def predict(input_data):
    # Preprocess the input data (if necessary)
    # ...
    # Make predictions
    predictions = model.predict(pd.DataFrame([input_data])) 
    return predictions[0]