Predicting Movie Rental Durations
Build regression models to predict how long DVDs will be rented.
A DVD rental company needs your help to improve inventory management. Using machine learning with tree-based models in Python, you’ll develop and compare regression models to predict how many days a customer will rent a DVD—helping the business optimize availability and reduce wait times.
- Prepare and clean rental data for predictive modeling.
- Use tree-based regression models to predict rental duration.
- Compare model performance to select the most accurate one.
- Support data-driven inventory decisions for better customer service.