Data Mining Course Material - A.Y. 2021-2022

Python notebooks for the "Data Mining" course, Master Degree ("Laurea Magistrale") in Computer Engineering @ DIMES Dept, University of Calabria, CS, IT

Overview (work in progress..)

  • Lecture 1 - Data Handling (Pandas) and Visualization (Matplotlib & Seaborn)
  • Lecture 2 - Introduction to scikit-learn
  • Lecture 3 - Classification
  • Lecture 4 - Anomaly Detection
  • Lecture 5 - Ensemble Learning
  • Lecture 6 - Association Rules
  • Lecture 7 - Clustering
  • Lecture 8 - Diagnostic and Debugging

Acknowledgements

Most of the material was kindly assembled by the previous course tutor. A large part of the content is borrowed from the following books: