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Wellness Tourism Purchase Prediction – Random Forest

Model Purpose

Predicts whether a customer is likely to purchase the Wellness Tourism Package.

Algorithm

Random Forest Classifier

Training Details

  • Stratified train-test split used
  • RandomizedSearchCV used for hyperparameter tuning
  • Class imbalance handled using class_weight='balanced'

Evaluation Metrics

See test_metrics.json

Inputs

Customer demographic and interaction features

Output

Binary prediction: 0 β†’ Not likely to purchase
1 β†’ Likely to purchase

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