Project Showcase
Highlight of my featured works
Hotel Booking Cancellation Prediction
A Streamlit app that predicts whether a hotel booking will be canceled. Users input booking details and receive predictions, probability scores, and feature impact visualization with SHAP.
🎯 What I Learned
- Built ML pipeline for hotel booking cancellation prediction
- Deployed predictive model with Streamlit
- Used SHAP for model explainability
🛠 Tech Stack
- Python, Pandas, NumPy
- Scikit-learn, Matplotlib, Seaborn
- SHAP
- Streamlit
📌 Evaluation / Next Step
The Streamlit deployment allows real-time booking cancellation prediction with user-friendly visualizations. SHAP enhances trust by showing feature contributions. Next steps include retraining with larger datasets, integrating seasonal variables, and exposing the model via API for integration with hotel booking systems.