Name: Second Machine Learning in High Energy Physics Summer School 2016
Start: 2016-06-20T08:00:00+02:00
End: 2016-06-26T19:00:00+02:00
Location: Lund University

Second Machine Learning in High Energy Physics Summer School 2016

from Monday, June 20, 2016 (8:00 AM) to Sunday, June 26, 2016 (7:00 PM)
Lund University (Lundmarkssalen)

: Sessions

: Talks

: Breaks

Jun 20, 2016

Jun 21, 2016

Jun 22, 2016

Jun 23, 2016

Jun 24, 2016

Jun 25, 2016

Jun 26, 2016

9:00 AM	Organisational - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) (until 10:20 AM)
9:00 AM	Registration
9:30 AM	Welcome to MLHEP - Caterina Doglioni (Lund University (SE)) 20160620_MLHEP_Intro.pdf
9:50 AM	Competition introduction
10:05 AM	--- Break ---
10:20 AM	Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 1:20 PM)
10:20 AM	Intro: General pipeline, ML at a glance, model evaluation
11:40 AM	--- Break ---
12:00 PM	Metric ML algorithms

9:30 AM	Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 12:30 PM)
9:30 AM	Decision trees
10:50 AM	--- Break ---
11:10 AM	Ensembles

9:30 AM	Lectures - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) (until 12:30 PM)
9:30 AM	Feature engineering, Dimensionality reduction
10:50 AM	--- Break ---
11:10 AM	Hyperparameters search

9:30 AM	Lectures - Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU)) (until 11:10 AM)
9:30 AM	Boosting reweighting and flatness
10:50 AM	--- Break ---
11:10 AM	Seminars - Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU)) (until 12:30 PM)

9:00 AM

Midsommar (until 9:00 PM)

9:30 AM	Lectures - Alexander Panin (Yandex School of Data Analysis (RU)) (until 12:30 PM)
9:30 AM	Deep learning I - Mr Alexander Panin (Yandex School of Data Analysis (RU))
10:50 AM	--- Break ---
11:10 AM	Deep learning II - Mr Alexander Panin (Yandex School of Data Analysis (RU))

9:30 AM	Challenge hacking & conclusion (until 6:30 PM)
9:30 AM	Challenge hacking
10:50 AM	--- Break ---
11:10 AM	Challenge hacking
2:30 PM	--- Break ---
3:00 PM	Presentations preparation
4:00 PM	Awards and best solutions presentations

1:20 PM	Organisational (until 2:35 PM)
2:35 PM	Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 5:35 PM)
2:35 PM	Course technicalities, working environment
3:55 PM	--- Break ---
4:15 PM	Python for data analysis; Probability density estimation
5:35 PM	Organisational (until 5:55 PM)
5:55 PM	Invited lectures - J Michael Williams (Massachusetts Inst. of Technology (US)) (until 7:00 PM)
8:00 PM	Organisational (until 9:30 PM)

12:30 PM	Organisational (until 1:30 PM)
1:30 PM	Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 4:30 PM)
1:30 PM	Model evaluation
2:50 PM	--- Break ---
3:10 PM	sklearn, simple algorithms
4:30 PM	Organisational (until 4:50 PM)
4:50 PM	Invited lectures -Dr Joaquin Vanschoren (Eindhoven University of Technology) (until 6:00 PM)

12:30 PM	Organisational (until 1:30 PM)
1:30 PM	Seminars - Nikita Kazeev (Yandex School of Data Analysis (RU)) (until 3:10 PM)
1:30 PM	Ensemble algorithms, dimensionality reduction
2:50 PM	--- Break ---
3:10 PM	Invited lectures -Dr Vicens Gaitan (Grupo AIA R&D Director) (until 4:10 PM)
4:10 PM	Organisational (until 4:30 PM)
4:30 PM	Invited lectures - Gilles Louppe (New York University (US)) (until 5:30 PM)

12:30 PM	Organisational (until 1:30 PM)
2:00 PM	Seminars (until 7:20 PM) ( H418, RYDBERGSALEN)
2:00 PM	Feature engineering and selection - Nikita Kazeev (Yandex School of Data Analysis (RU))
3:20 PM	--- Break ---
3:40 PM	Shallow neural networks - Alexander Panin (Yandex School of Data Analysis (RU))
5:00 PM	--- Break ---
5:20 PM	Deep neural networks - Alexander Panin (Yandex School of Data Analysis (RU))

12:30 PM	Organisational (until 1:30 PM)
1:30 PM	Seminars - Alexander Panin (Yandex School of Data Analysis (RU)) (until 4:30 PM)
1:30 PM	Deep learning III - Mr Alexander Panin (Yandex School of Data Analysis (RU))
2:50 PM	--- Break ---
3:10 PM	Deep learning IV - Mr Alexander Panin (Yandex School of Data Analysis (RU))
4:30 PM	Organisational (until 4:50 PM)
4:50 PM	Invited lectures - Chase Owen Shimmin (University of California Irvine (US)) (until 5:50 PM)

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