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 – Classroom | Topic |
Mon, Feb 03, 2025 – 4M | Introduction to the course; data mining pipeline; preprocessing; introduction to association rules |
Mon Feb 10, 2025, 4M | Association Rules: Introduction, algorithms, and performance metrics; Classification: Introduction |
Mon Feb 17, 2025, 4M | Classification: Algorithms, Validation, and performance metrics; Clustering: Introduction |
Mon Feb 24, 2025, 5M | Clustering: algorithms, and performance metrics; Seminar on Big Data and advanced machine learning techniques based on Deep Learning. |
Fri Feb 28, 2025 (13:00 – 17:00), LABINF | Hands-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)
Laboratory Material
Exam
- Dataset assignments
- Datasets: datasets
- Exam Report: docx