Topical Lectures "Machine Learning"

Apr 4, 2018, 10:00 AM → Apr 6, 2018, 6:00 PM Europe/Amsterdam

H331 (Nikhef)

instruction installation Python etc. http://www.hef.ru.nl/~bstienen/topical/installation.html

instruction Root and TMVA https://github.com/rabah-khalek/TMVA_tutorials

Wednesday, April 4

10:00 AM → 11:00 AM Intro in Machine Learning (general concepts, supervised learning, regression, classification)

Speaker: Rianne van den Berg

Slides lecture1.pdf

11:00 AM → 11:15 AM Coffee, Tea

11:15 AM → 12:00 PM Intro in Machine Learning (general concepts, supervised learning, regression, classification)

Speaker: Rianne van den Berg

12:00 PM → 1:00 PM Lunch

1:00 PM → 2:00 PM Not mandatory - Intro in Python

2:00 PM → 3:00 PM Hands-on Intro in scikit-learn (classification, regression)

Speaker: Bob Stienen

3:00 PM → 3:20 PM Coffee, Tea

3:20 PM → 5:00 PM Hands-on Intro in scikit-learn (classification, regression)

Speaker: Bob Stienen

Thursday, April 5

9:30 AM → 11:00 AM Intro into Deep Learning

Speaker: Rianne van den Berg

Slides Lecture2.pdf

11:00 AM → 11:15 AM Coffee, Tea

11:15 AM → 1:00 PM Machine Learning in Alice

Speaker: Ruediger Haake

Link to hands-on https://swan004.cern.ch/hub/spawn?projurl=https://gitlab.cern.ch/rhaake/MLTutorial.git

Slides 2018-04-05_ML_ALICE.pdf

1:00 PM → 2:00 PM Lunch

2:00 PM → 3:00 PM Deep Learning hands-on, start google lecture with Tensorflow

Speaker: Luc Hendriks

3:00 PM → 3:15 PM Coffee, Tea

3:15 PM → 4:00 PM Deep Learning hands-on, start google lecture with Tensorflow

Speaker: Luc Hendriks

Friday, April 6

9:30 AM → 11:00 AM ML Applications in High-Energy-Physics

Speaker: Juan Rojo

Slides rojo-ML-NikhefLectures.pdf

11:00 AM → 11:15 AM Coffee, Tea

11:15 AM → 12:00 PM ML Applications in High-Energy-Physics

Speaker: Juan Rojo

12:00 PM → 1:00 PM Lunch

1:00 PM → 2:00 PM Not mandatory - Introduction in ROOT

Speaker: Rabah Abdul Khalek

2:00 PM → 3:00 PM Hands-on application with TMVA

Speaker: Rabah Abdul Khalek

3:00 PM → 3:15 PM Coffee, Tea

3:15 PM → 5:00 PM Hands-on application with TMVA

Speaker: Rabah Abdul Khalek

more information https://github.com/rabah-khalek/TMVA_tutorials.git

Slides TMVA_TUTORIALS.pdf

5:00 PM → 6:00 PM Drinks!