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 → Not likely to purchase
1 → Likely to purchase