Data Mining: Concepts And Algorithms

Data Mining: Concepts And Algorithms

General Information

SSD: ING-INF/05

Hours: 20

Professor: Flavio Giobergia, Danilo Giordano


Announcements

  • 03/02/2026: The lecture schedule is now available.

Lectures

Date – ClassroomTopic
Mon, Feb 09, 2026 (09:00 – 13:00) – 1MIntroduction to the course; data mining pipeline; preprocessing; introduction to association rules
Mon Feb 16, 2026 (9:30 – 13:30) – Sala CiminieraAssociation Rules: Introduction, algorithms, and performance metrics; Classification: Introduction
Wed Feb 25, 2026 (08:30 – 12:30) – Sala CiminieraClassification: Algorithms, Validation, and performance metrics; Clustering: Introduction
Mon Mar 02, 2026 (10:00 – 14:00) – Sala CiminieraClustering: algorithms, and performance metrics; Seminar on Big Data and advanced machine learning techniques based on Deep Learning.
Wed Mar 04, 2026 (14:30 – 18:30) – LABINFHands-on session; exam

Teaching Material

  • Course Introduction (slides)
  • Data mining: Introduction (slides)
  • Data mining: preprocessing (slides)
  • Association rules (slides)
  • Classification (slides)
  • Clustering (slides)
  • Introduction to Big Data (slides)
  • Introduction to deep learning (slides)