Data Mining: Concepts And Algorithms
Courses

Data Mining: Concepts And Algorithms

General Information

SSD: ING-INF/05

Hours: 20

Professor: Flavio Giobergia, Danilo Giordano

Announcements

  • 03/02/2025: The lecture schedule is now available.

Lectures

Date – ClassroomTopic
Mon, Feb 03, 2025 – 4MIntroduction to the course; data mining pipeline; preprocessing; introduction to association rules
Mon Feb 10, 2025, 4MAssociation Rules: Introduction, algorithms, and performance metrics; Classification: Introduction
Mon Feb 17, 2025, 4MClassification: Algorithms, Validation, and performance metrics; Clustering: Introduction
Mon Feb 24, 2025, TBAClustering: algorithms, and performance metrics; Seminar on Big Data and advanced machine learning techniques based on Deep Learning.
Mon Mar 3, 2025 — To be confirmedHands-on session; exam

Teaching Material

  • Course Introduction (slides)
  • Data mining: Introduction (slides)
  • Data mining: preprocessing (slides)
  • Association rules (slides)
  • Classification (slides)
  • Clustering
  • Introduction to Big Data (slides)
  • Introduction to Advanced Machine Learning techniques

Laboratory Material