Project: Movie Rental Durations

Project information

  • Category: Machine Learning
  • Project date: April 2025
  • Project description: A DVD rental company wants to figure out how many days a customer will rent a DVD for based on some features. They want to try out some regression models which will help predict the number of days a customer will rent a DVD for. The company wants a model which yeilds a Mean Squared Error (MSE) of 3 or less on a test set. The model will help the company become more efficient inventory planning. Using a Random Forest Regressor I could obtain an MSE equals to 2.024550
  • Python libraries: Pandas, numpy, matplotlib, seaborn, scikit-learn
  • Project URL: https://github.com/MiltonLSM/movie-rentals-duration