Schedule 2023
Monday 2023-04-24
E10:1307-E10:1309
09:00 - 10:30 Welcome & Course Introduction Links to an external site. (Olga, Eva)
10:45 - 12.00 Descriptive statistics Links to an external site. [.presentation Links to an external site.] (Olga)
12:00 - 13:00 lunch
13:00 - 13.30 Probability: Introduction and discrete distributions Links to an external site.[presentation] (Eva)
13.30 - 14.30 Exercises: probability and discrete distributions Links to an external site. (Eva, helpers: Olga, Payam)
14.30 - 15.00 break
15:00 - 15:30 Probability: continuous distributions Links to an external site. [presentation] (Eva)
15:30 - 16:30 Exercises: continuous distributions Links to an external site. (Eva, helpers: Olga, Payam)
16.30 - 17.00 Daily challenge
Tuesday 2023-04-25
E10:1307-E10:1309
09:00 - 09:45 Group discussions: recap of the previous day
09:45 - 10:15 Statistical inference: Hypothesis tests using resampling Links to an external site. [presentation] (Eva)
10:15 - 11:00 Exercises: hypothesis tests Links to an external site. (Eva, helpers: Mun-Gwan, Olga)
11:00 - 11:30 Statistical inference: Parametric tests Links to an external site. [presentation](Eva)
11:30 - 12:00 Exercises: parametric tests Links to an external site. (Eva, helpers: Mun-Gwan, Olga)
12:00 - 13:00 lunch
13:00 - 13:30 Statistical inference: Point and interval estimates Links to an external site. [presentation] (Eva)
13:30 - 14:30 Exercises: Point and interval estimates Links to an external site. (Eva, helpers: Mun-Gwan, Olga)
14:30 - 15:00 break
15:00 - 16:00 Non-parametric rank based tests Links to an external site. [.presentation Links to an external site.] (Olga)
16:30 - 17:00 Daily challenge
Wednesday 2023-04-26
E10:1307-E10:1309
09:00 - 09:45 Group discussions: recap of the previous day
09:45 - 11:00 Linear models: introduction Links to an external site. [.presentation Links to an external site.] (Olga)
11:00 - 12:00 Exercises: linear models introduction Links to an external site. (Olga, helpers: Eva, Julie)
12:00 - 13:00 lunch
13:00 - 13:30 Logistic regression with GLM Links to an external site. [.presentation Links to an external site.] (Olga)
14:00 - 14:30 Exercises: common cases Links to an external site. (Olga, helpers: Eva, Julie)
14:30 - 15:00 break
15:00 - 16:30 Exercises: common cases Links to an external site. (Olga, helpers: Eva, Julie)
16:30 - 17:00 Daily challenge
Thursday 2023-04-27
E10:1307-E10:1309
09:00 - 09:45 Group discussions: recap of the previous day
09.45 - 12:00 Principal Component Analysis (Payam, Julie, helper: Eva) [.chapter] Links to an external site. [.presentation Download presentation] [.Exercises]
12:00 - 13:00 lunch
13:00 - 14:00 Clustering (Payam, Mun-Gwan) [.presentation]
14:00 - 15:00 Exercises: clustering [solutions] (Payam, helpers: Mun-Gwan, Eva)
14:30 - 15:00 break
15:00 - 15:45 Supervised learning Links to an external site. [.presentation Links to an external site.] (Olga)
15:45 - 16:30 Exercises: supervised learning Links to an external site. (Olga, helpers: Eva, Mun-Gwan)
16:30 - 17:00 Daily challenge
Friday 2023-04-28
E10:1307-E10:1309
09:00 - 09.45 Group discussions: recap of the previous day
09.45 - 11:00 Feature engineering & selection Links to an external site. [.presentation Links to an external site.] (Olga)
11.00 - 12:00 Exercises: feature selection Links to an external site. (Olga, helpers: Eva, Payam)
12:00 - 13:00 lunch
13:00 - 14:00 Random Forest Links to an external site. [.presentation] (Payam)
14:15 - 15:00 Exercises: Random Forest Links to an external site. [.solutions] (Payam, helpers: Eva, Olga)
15:00 - 17:00 Course wrap-up (Olga, Eva)
anytime after 15.00 Daily challenge