General Calendar - EMbeDS-education/ComputingDataAnalysisModeling20242025 GitHub Wiki
Overview
The general calendar of the courses is provided below (or will be made available here when ready).
- The courses are planned to be run both in the first (end of 2024) and second (beginning of 2025) semesters of academic year 2024/2025
Tentative preliminary schedule
ASM
ASM: Applied Statistical Modeling. Chiara Seghieri and Claudio Mazzi, 20h
- First semester: 14.11.2024 - 11.12.2024, 20h (lectures and practicum), 4 weeks.
The course aims at providing students with methodological and applied background on statistical models for analysing data with different types of response variables. The course has a practice-oriented approach with applications in the context of social sciences and practical examples using R software.
ASM Calendar:
| Date | Time | Topic (may change according to pace of classes) | Location |
|---|---|---|---|
| 14/11 | 15-17 | Introduction to the course and to linear regression | Centrale, Aula 2 |
| 19/11 | 14-17 | Linear regression: model diagnostics, multiple linear regression | Alliata, Aula 1 |
| 25/11 | 17-20 | GLM introduction, logit model | Maffi, Aula 2 |
| 29/11 | 14-17 | Probit model, ordinal logit and probit | Centrale, Aula 2 |
| 3/12 | 17-20 | Poisson regression and other GLMs | Alliata, Aula 1 |
| 9/12 | 14-17 | Random effect models | Alliata, Aula 1 |
| 11/12 | 14-17 | Recap and applications | Centrale, Aula 4 |
PDAI
PDAI: Programming & Data Analytics & AI. Andrea Vandin, 40h
- Module 1, First semester, 20h (14h lectures, 6h practicum), 3 weeks,
- Module 2-PM, Second semester, 20h (14h lectures, 6h practicum), 3 weeks,
PDAI 1
| Class | Date | Time | Topic (may change according to pace of classes) | Location |
|---|---|---|---|---|
| 1 | MON 11/11/24 | 15:00-17:00 2 hours | Introduction Console I/O & Variables | Sede centrale, Aula Magna |
| 2 | FRI 15/11/24 | 15:00-18:00, 3 hours | Data types & operations | Boyl, Sala conferenze |
| 3 | MON 18/11/24 | 14:00-17:00, 3 hours | Collections & First taste of plots | Sede centrale, Aula 3 |
| 4 | FRI 22/11/24 | 14:00-17:00, 3 hours | Control statements (if, loops) CSV manipulation of COVID-19 data | Sede centrale, Aula 3 |
| 5 | WED 27/11/24 | 14:00-17:00, 3 hours | Functions Creation of wordclouds from online news | Sede centrale, Aula 3 |
| 6 | THU 28/11/24 | 14:00-17:00, 3 hours | Modules & Exceptions & OOP Applications to economic ABM models | Maffi, Aula 14 |
| 7 | FRI 29/11/24 | 14:00-17:00, 3 hours | Brief intro to Advanced libraries for data manipulation (NumPy & Pandas) Application to COVID-19 and Financial data | Sede centrale, Aula Magna |
PDAI PM
The calendar of PDAI PM may be subject to change
| Class | Date | Time | Topic (may change according to pace of classes) | Location |
|---|---|---|---|---|
| 1 | Mon 05/02/25 | 16:00-18:00 | Introduction to Process-oriented Data Science | Sede centrale, Aula 3 |
| 2 | Fri 07/02/25 | 14:00-16:00 | TBD | Sede centrale, Aula 4 |
| 3 | Mon 10/02/25 | 14:00-17:00 | TBD | Via Maffi, Aula L'EMbeDS |
| 4 | Fri 12/02/25 | 14:00-17:00 | TBD | Sede centrale, Aula 3 |
| 5 | Mon 17/02/25 | 14:00-17:00 | TBD | Via Maffi, Aula L'EMbeDS |
| 6 | Fri 19/02/25 | 14:00-17:00 | TBD | Boyl, Aula 3 |
| 7 | Mon 24/02/25 | 15:00-17:00 | TBD | Via Maffi, Aula L'EMbeDS |
| 8 | Wed 28/02/25 | 15:00-17:00 | TBD | Sede centrale, Aula 3 |
SLLD
SLLD: Statistical Learning & Large Data. Francesca Chiaromonte, 40h
- Module 1, Second semester, 20h (14h lectures, 6h practicum), 3 weeks,
- Module 2, Second semester, 20h (14h lectures, 6h practicum), 3 weeks
SLLD 1
| Class | Date | Time | Topic | Lecturer | Location |
|---|---|---|---|---|---|
| 1 | 05/02/25 | 14:00-16:00 | Intro, Clustering | Chiaromonte | Sede Centrale, Aula 3 |
| 2 | 06/02/25 | 16:00-19:00 | Clustering | Chiaromonte | Sede Centrale, Aula 3 |
| 3 | 07/02/25 | 16:00-19:00 | Principal Components | Chiaromonte | Sede Centrale, Aula 4 |
| 4 | 13/02/25 | 16:00-19:00 | Classification | Chiaromonte | Sede Centrale, Aula 3 |
| 5 | 14/02/25 | 16:00-19:00 | Non-parametrics, Smoothing | Chiaromonte | Sede Centrale, Aula 2 |
| 6 | 20/02/25 | 16:00-19:00 | Cross Validation | Chiaromonte | Via Maffi, Aula L'EMbeDS |
| 7 | 21/02/25 | 16:00-19:00 | Resampling | Chiaromonte | Via Maffi, Aula L'EMbeDS |
SLLD 2
| Class | Date | Time | Topic | Lecturer | Location |
|---|---|---|---|---|---|
| 1 | 05/03/25 | 14:00-16:00 | Review Linear and Generalized Linear Models | Chiaromonte | Sede Centrale, Aula 3 |
| 2 | 06/03/25 | 16:00-19:00 | Ridge and LASSO | Chiaromonte | Via Maffi, Aula L'EMbeDS |
| 3 | 07/03/25 | 16:00-19:00 | Feature Selection | Chiaromonte | Via Maffi, Aula L'EMbeDS |
| 4 | 13/03/25 | 16:00-19:00 | Supervised Dimension Reduction | Chiaromonte | Sede Centrale, Aula 3 |
| 5 | 14/03/25 | 16:00-19:00 | Feature Screening in Ultra-high Dimension | Chiaromonte | Sede Centrale, Aula 3 |
| 6 | 20/03/25 | 16:00-19:00 | Subsampling, Partitioning and Rebalancing | Chiaromonte | Sede Centrale, Aula 2 |
| 7 | 21/03/25 | 16:00-19:00 | Reducing, Selecting and Leveraging Structure | Chiaromonte | Sede Centrale, Aula 3 |
| Exam | 09/05/25 | 15:00-19:00 | Project Presentations and Discussion | Chiaromonte | Via Maffi, Aula L'EMbeDS |
DMPD
DMPD: Dynamic models for panel data. Laura Magazzini, 10h
- Second semester, 10h, 2 weeks.