Second Machine Learning in High Energy Physics Summer School 2016

from Monday, 20 June 2016 (08:00) to Sunday, 26 June 2016 (19:00)
Lund University (Lundmarkssalen)

        : Sessions
    /     : Talks
        : Breaks
20 Jun 2016
21 Jun 2016
22 Jun 2016
23 Jun 2016
24 Jun 2016
25 Jun 2016
26 Jun 2016
AM
09:00
Organisational - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) (until 10:20) (Lundmarkssalen)
09:00 Registration   (Lundmarkssalen)
09:30 Welcome to MLHEP - Caterina Doglioni (Lund University (SE))   (Lundmarkssalen)
09:50 Competition introduction   (Lundmarkssalen)
10:05 --- Break ---
10:20
Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 13:20) (Lundmarkssalen)
10:20 Intro: General pipeline, ML at a glance, model evaluation   (Lundmarkssalen)
11:40 --- Break ---
12:00 Metric ML algorithms   (Lundmarkssalen)
09:30
Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 12:30) (Lundmarkssalen)
09:30 Decision trees   (Lundmarkssalen)
10:50 --- Break ---
11:10 Ensembles   (Lundmarkssalen)
09:30
Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 12:30) (Lundmarkssalen)
09:30 Feature engineering, Dimensionality reduction   (Lundmarkssalen)
10:50 --- Break ---
11:10 Hyperparameters search   (Lundmarkssalen)
09:30
Lectures - Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU)) (until 11:10) (Lundmarkssalen)
09:30 Boosting reweighting and flatness   (Lundmarkssalen)
10:50 --- Break ---
11:10
Seminars - Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU)) (until 12:30) (Lundmarkssalen)
09:00
Midsommar (until 21:00) (Lundmarkssalen)
09:30
Lectures - Alexander Panin (Yandex School of Data Analysis (RU)) (until 12:30) (Lundmarkssalen)
09:30 Deep learning I - Mr Alexander Panin (Yandex School of Data Analysis (RU))   (Lundmarkssalen)
10:50 --- Break ---
11:10 Deep learning II - Mr Alexander Panin (Yandex School of Data Analysis (RU))   (Lundmarkssalen)
09:30
Challenge hacking & conclusion (until 18:30) (Lundmarkssalen)
09:30 Challenge hacking   (Lundmarkssalen)
10:50 --- Break ---
11:10 Challenge hacking   (Lundmarkssalen)
14:30 --- Break ---
15:00 Presentations preparation   (Lundmarkssalen)
16:00 Awards and best solutions presentations   (Lundmarkssalen)
PM
13:20
Organisational (until 14:35) (Lundmarkssalen)
14:35
Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 17:35) (Lundmarkssalen)
14:35 Course technicalities, working environment   (Lundmarkssalen)
15:55 --- Break ---
16:15 Python for data analysis; Probability density estimation   (Lundmarkssalen)
17:35
Organisational (until 17:55) (Lundmarkssalen)
17:55
Invited lectures - J Michael Williams (Massachusetts Inst. of Technology (US)) (until 19:00) (Lundmarkssalen)
20:00
Organisational (until 21:30) ()
12:30
Organisational (until 13:30) (Lundmarkssalen)
13:30
Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 16:30) (Lundmarkssalen)
13:30 Model evaluation   (Lundmarkssalen)
14:50 --- Break ---
15:10 sklearn, simple algorithms   (Lundmarkssalen)
16:30
Organisational (until 16:50) (Lundmarkssalen)
16:50
Invited lectures -Dr Joaquin Vanschoren (Eindhoven University of Technology) (until 18:00) (Lundmarkssalen)
12:30
Organisational (until 13:30) (Lundmarkssalen)
13:30
Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 15:10) (Lundmarkssalen)
13:30 Ensemble algorithms, dimensionality reduction   (Lundmarkssalen)
14:50 --- Break ---
15:10
Invited lectures -Dr Vicens Gaitan (Grupo AIA R&D Director) (until 16:10) (Lundmarkssalen)
16:10
Organisational (until 16:30) (Lundmarkssalen)
16:30
Invited lectures - Gilles Louppe (New York University (US)) (until 17:30) (Lundmarkssalen)
12:30
Organisational (until 13:30) (Lundmarkssalen)
14:00
Seminars (until 19:20) ( H418, RYDBERGSALEN)
14:00 Feature engineering and selection - Nikita Kazeev (Yandex School of Data Analysis (RU))   ( H418, RYDBERGSALEN)
15:20 --- Break ---
15:40 Shallow neural networks - Alexander Panin (Yandex School of Data Analysis (RU))   ( H418, RYDBERGSALEN)
17:00 --- Break ---
17:20 Deep neural networks - Alexander Panin (Yandex School of Data Analysis (RU))   ( H418, RYDBERGSALEN)
12:30
Organisational (until 13:30) (Lundmarkssalen)
13:30
Seminars - Alexander Panin (Yandex School of Data Analysis (RU)) (until 16:30) (Lundmarkssalen)
13:30 Deep learning III - Mr Alexander Panin (Yandex School of Data Analysis (RU))   (Lundmarkssalen)
14:50 --- Break ---
15:10 Deep learning IV - Mr Alexander Panin (Yandex School of Data Analysis (RU))   (Lundmarkssalen)
16:30
Organisational (until 16:50) (Lundmarkssalen)
16:50
Invited lectures - Chase Owen Shimmin (University of California Irvine (US)) (until 17:50) (Lundmarkssalen)