Data Analysis Block Course

21 Jul 2025, 09:00 → 1 Aug 2025, 12:00 Europe/Zurich

Monday 21 July ¶

1 Distributions and sampling, Markov Chain Monte Carlo¶

2 Exercises¶

Tuesday 22 July ¶

3 Least Squares and Maximum Likelihood Fitting¶

4 Exercises¶

Wednesday 23 July ¶

5 Error Propagation, COWs and sWeights¶

6 Exercises¶

Thursday 24 July ¶

7 Parametrization and unfolding¶

8 Exercises¶

Monday 28 July ¶

9 Machine Learning (loss, ROC). Automatic differentiation¶

10 Exercises¶

Tuesday 29 July ¶

11 Decision trees, AdaBoost, Gradient Boosting¶

12 Exercises¶

Wednesday 30 July ¶

13 Neural Network¶

14 Exercises¶

Thursday 31 July ¶

15 Normalizing flows | Transformets¶

16 Exercises¶