Wellness Tourism Package Purchase Prediction Model
This model is a Random Forest classifier trained to predict whether a customer will purchase
the Wellness Tourism Package offered by Visit with Us.
Data
- Source: Hugging Face dataset
obviouslyme/visit-with-us-wellness-tourism-dataset
- Target:
ProdTaken (0 = No, 1 = Yes)
Model
- Algorithm:
RandomForestClassifier from scikit-learn
- Preprocessing: numeric imputation + scaling, categorical imputation + one-hot encoding
- Entire preprocessing + model pipeline is saved as
best_model_pipeline.joblib.
Training & Evaluation
Training and evaluation were performed in a single MLOps notebook, with experiment tracking
logged to artifacts/experiments.csv.
Key metrics on the held-out test set (see notebook for exact values):
- Accuracy
- F1-score
- Precision
- Recall
- ROC-AUC
