Length: 10 hours - 2 cfu
Abstract:
The course provides fundamental understanding on statistical model fitting using Maximum Likelihood Estimation (MLE) and Maximum a Posteriori (MAP) paradigms. The main topics will be: i) review on MLE and MAP; ii) Linear and Multiple Linear Regression with MLE; iii) Logistic Regression with MLE; iv) ROC curve analysis and its probabilistic interpretation; vi) Survival analysis and Cox proportional hazard model.
Dates & Venue
| Giorni | Aula | Orario |
| 01/12/25 | Lab. Laurea Magistrale - 5°floor - Via Celoria 18 - 20133 Milan | 10:00 - 12:00 / 14:00 - 16:00 |
| 02/12/25 | Lab. Laurea Magistrale - 5°floor - Via Celoria 18 - 20133 Milan | 14:30 - 16:30 |
| 03/12/25 | Meeting Room - 5° floor - Via Celoria 18 - 20133 Milan | 10:00 - 12:00 / 14:00 - 16:00 |
Suggested Readings:
Lecturer:
Dr. Massimo Walter Rivolta - Dipartimento di Informatica
Assessor:
Dr. Massimo Walter Rivolta - Dipartimento di Informatica