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ML / AI

Hotel Reservation Prediction System

FlaskMachine LearningPythonPandasScikit-learn

An end-to-end ML pipeline that predicts hotel reservation cancellations. Built with Flask for deployment, with emphasis on data preprocessing, model selection, and presenting insights clearly.

Hotel Reservation Prediction System — dashboard view.
Hotel reservation prediction system dashboard

Hotel Reservation Prediction System — dashboard view.

From notebook to endpoint

  • Exploratory analysis to understand booking behavior
  • Preprocessing pipeline frozen and shipped with the model
  • Flask API exposing a clear predict contract
  • Insight presentation aimed at non-technical stakeholders