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metadata
language: en
tags:
  - tourism
  - classification
  - customer-prediction
license: apache-2.0

Tourism Package Prediction Model

Model Description

This model predicts whether a customer will purchase the Wellness Tourism Package.

Best Model: Gradient Boosting

  • F1 Score: 0.8522
  • Accuracy: 0.9479
  • Precision: 0.9394
  • Recall: 0.7799
  • ROC AUC: 0.9787

Best Parameters

{'learning_rate': 0.2, 'max_depth': 7, 'n_estimators': 200, 'subsample': 1.0}

Usage

import pickle
with open('model_artifacts.pkl', 'rb') as f:
artifacts = pickle.load(f)
model = artifacts['model']