Fall 2026

BANA409

Machine Learning for Business

SyllabusLecturesAssignments
  1. 01Python and VS Code Setup
  2. 02Introduction to AI and ML
  3. 03Python Basics
  4. 04Numpy
  5. 05Pandas
  6. 06Matplotlib
  7. 07Kaggle and Model-Free Prediction
  8. 08Data Preprocessing
  9. 09Decision Tree
  10. 10Model Evaluation
  11. 11Linear Regression
  12. 12Gradient Descent
  13. 13Polynomial Regression and Regularization
  14. 14Logistic Regression
  15. 15Support Vector Machine
  16. 16Ensemble Learning
  17. 17Clustering
  18. 18Code Management
  19. 19Data App