Course on Data Analytics and Visualization
DBGroup UNIMORE & CINECA
19 - 22 September 2016 @ Ingegneria "Enzo Ferrari"
Esame (solo per dottorandi della scuola di dottorato in ICT):
- Data: Venerdì 14 Ottobre 2016
- Ora: dalle 14.00 alle 16.00
- Luogo: Aula P2.4 (Fa-2d)
Instructors
- Prof.ssa Sonia Bergamaschi, dbgroup
- Givanni Simonini, dbgroup
- Song Zhu, dbgroup
- Giuseppe Fiameni, CINECA
- Roberta Turra, CINECA
- Giorgio Pedrazzi, CINECA
- Antonio Macaluso, CINECA
Program
| What Time? | Who's speaking? | Where? | |
|---|---|---|---|
| 19 September | |||
| General Introduction to the course | 9:30 10.00 | Prof.ssa Sonia Bergamaschi | p1-5 (FA-1E) |
| Introduction to data analytics | 10.00 11.30 | Roberta Turra | p1-5 (FA-1E) |
| Predictive modeling/Machine Learning | 11.30 13.00 | Roberta Turra | p1-5 (FA-1E) |
| Lunch Break | 13.00 14.00 | - | |
| Introduction to Python | 14.00 16.00 | Giovanni Simonini Song Zhu |
p2-6 (LINFA) |
| Python (Exercises) | 16.00 17.00 | Giovanni Simonini Song Zhu |
p2-6 (LINFA) |
| 20 September | |||
| Unsupervised techniques | 9.30 11.30 | Giorgio Pedrazzi | p1-1 (FA1-A) |
| Introduction to Apache Spark | 11.30 12.30 | Giuseppe Fiameni Giorgio Pedrazzi |
p1-1 (FA1-A) |
| Lunch Break | 13.00 14.00 | ||
| Apache Spark (Exercises) | 14.00 16.00 | Giovanni Simonini Song Zhu Giorgio Pedrazzi Giuseppe Fiameni |
p2-6 (LINFA) |
| Apache Spark and MLlib | 16.00 17.00 | Song Zhu Giovanni Simonini Giorgio Pedrazzi Giuseppe Fiameni |
p2-6 (LINFA) |
| 21 September | |||
| Computing infrastructure architectures | 9.30 10.30 | Giuseppe Fiameni | p2-7 (FA2-G) |
| Apache SparkSQL (Lezione + Es.) | 10.30 13.00 | Giovanni Simonini Song Zhu Giorgio Pedrazzi Giuseppe Fiameni |
p2-7 (FA2-G) |
| Lunch Break | 13.00 14.00 | ||
| Apache Spark MLlib (Exercises) | 14.00 16.00 | Giovanni Simonini Song Zhu Giorgio Pedrazzi Giuseppe Fiameni |
p2-5 (INFOMEC) |
| Free exercises (Python, Apache Spark) | 16.00 17.00 | Giovanni Simonini Song Zhu Giorgio Pedrazzi Giuseppe Fiameni |
p2-5 (INFOMEC) |
| 22 September | |||
| Introduction to R with parallel libraries | 9.30 10.30 | Antonio Macaluso Giorgio Pedrazzi |
p1-3 (FA1-C) |
| R examples on unsupervised techniques (with RCM) | 10.30 11.30 | Antonio Macaluso Giorgio Pedrazzi |
p1-3 (FA1-C) |
| R examples on predictive modeling (with RCM) | 11.45 13.00 | Antonio Macaluso Roberta Turra |
p1-3 (FA1-C) |
| Lunch Break | 13.00 14.00 | ||
| Free exercises on R (various dataset) | 14.00 16.00 | Giorgio Pedrazzi Roberta Turra Antonio Macaluso |
p2-6 (LINFA) |
| Job submission with R on Pico | 16.00 17.00 | Giorgio Pedrazzi | p2-6 (LINFA) |