Week 12: Predictive Modeling with Scikit-Learn

Content for lectures 12A and 12B

  View materials:   MUSA-550-Fall-2023/week-12

  HTML slides:   Lecture 12A   Lecture 12B

  Executable slides:   Lecture 12A   Lecture 12B

Reference

• scikit-learn
  • User guide
  • RandomForestRegressor
  • Column transformer example
• Decision trees
• Machine learning models in the real estate industry
  • Airbnb recommends pricing to hosts
  • Trulia converts house photos to house features
  • Zillow’s Zestimate
• The missingno package
• Presentation on the Office of Property Assessment’s methodology
• City Controller analysis of property assessments
• Algorithmic fairness with case study on modeling Philadelphia’s home values