Data Science School in (Astro)Particle Physics

12 Mar 2018, 08:00 → 14 Mar 2018, 19:30 UTC

UL - 3Is main auditorium (LIP)

www.lip.pt/data-science-2018

Monday, 12 March

1 Registration Form

2 Probability and Statistics

Speaker: Glen Cowan

cowan_lisbon2018.pdf

3 Machine Learning

Speaker: Lorenzo Moneta

MachineLearning_Lisbon_Lecture1.pdf

4 Hands-On Probability and Statistics

Speaker: Glen Cowan

cowan_lip18_tutorial2.pdf

prob_sheet_1.pdf

prob_sheet_2.pdf

5 Tutorial TMVA

Speaker: Lorenzo Moneta

Lisbon_TMVA_Tutorial.pdf

tutorial_Lisbon.tar.gz

tutorial_Lisbon.zip

6 Introduction to data challenge

LIP-DataScienceSchool-DataChallenge-Mar2018.pdf

Tuesday, 13 March

7 Probability and Statistics

Speaker: Glen Cowan

8 Machine Learning

Speaker: Lorenzo Moneta

Lisbon_Lecture2.pdf

9 Tutorial Keras

Speaker: Giles Strong (LIP)

Data download

docker setup instructions.txt

Learning-rate finder and cosine annealing

Tutorial on Github

10 Data Challenge

Speaker: Nuno Castro (LIP, and University of Minho)

Wednesday, 14 March

11 Probability and Statistics

Speaker: Glen Cowan

12 Machine Learning

Speaker: Lorenzo Moneta

Lisbon_Lecture3.pdf

13 Data Challenge

Speaker: Nuno Castro (LIP, and University of Minho)

14 Data Challenge presentation and discussion

15 Data Challenge presentation and discussion

Data challenge from Cristóvão and Diogo