Name: Heavy Flavour Data Mining workshop
Start: 2016-02-18T08:00:00+01:00
End: 2016-02-20T17:00:00+01:00
Location: University of Zurich, Irchel Campus

Heavy Flavour Data Mining workshop

from Thursday, 18 February 2016 (08:00) to Saturday, 20 February 2016 (17:00)

Monday, 15 February 2016
Tuesday, 16 February 2016
Wednesday, 17 February 2016
Thursday, 18 February 2016

08:30 Registration
Registration
08:30 - 09:00
Room: Y16 G15

09:00 Welcome
Welcome
09:00 - 09:10
Room: Y16 G15
09:10
09:10 - 12:30
Room: Y16 G15
Contributions

09:10 Data Science at LHCb - Tim Head (Ecole Polytechnique Federale de Lausanne (CH))

09:50 Summary of «Flavors of Physics» Challenge - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))

10:50 Data Doping solution for "Flavours of Physics" challenge - Vicens Gaitan

11:30 Transfer Learning solution for "Flavours of Physics" challenge - Alexander Rakhlin

11:50 Pitfalls of evaluating a classifier's performance in high energy physics applications - Gilles Louppe (New York University (US))
12:30 Lunch
Lunch
12:30 - 13:30
Room: Y16 G15

13:30 HEP challenges discussions
HEP challenges discussions
13:30 - 15:00
Room: Y16 G15
15:00
15:00 - 19:00
Room: Y16 G15
Contributions

15:00 An introduction to machine learning with Scikit-Learn - Gilles Louppe (New York University (US))

17:20 Boosting applications for HEP - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU))
19:00 Reception/Dinner
Reception/Dinner
19:00 - 20:30
Room: Y16 G15
Friday, 19 February 2016
09:00
09:00 - 12:30
Room: Y16 G15
Contributions

09:00 Classifier output calibration to probability - Tatiana Likhomanenko (National Research Centre Kurchatov Institute (RU))

09:40 Classifiers for centrality determination in proton-nucleus and nucleus-nucleus collisions - Igor Altsybeev (St. Petersburg State University (RU))

10:00 Data Fusion Surogate Modeling on Incomplete Factorial Design of Experiments - Eugene Burnaev (IITP)

11:00 Mathematics of Big Data - Dmitry Vetrov (Skoltech, Yandex School of Data Analysis, Higher School of Economics)

11:40 Efficient Elastic Net Regularization for Sparse Linear Models in the Multilabel Setting - Zachary Chase Lipton (University of California, Amazon)

12:10 Optimized Methods to Apply Neural Networks in HEP - Lev Dudko (M.V. Lomonosov Moscow State University (RU))
12:30 Lunch
Lunch
12:30 - 13:30
Room: Y16 G15

13:30

13:30 - 15:00
Room: Y16 G15
15:00 Machine Learning tools & tutorials
Machine Learning tools & tutorials
15:00 - 18:50
Room: Y16 G15
Contributions

15:00 OpenML: Collaborative machine learning - Joaquin Vanschoren (https://www.tue.nl)

16:10 Calibration curves as tool to test for over- and underfitting - Artem Vorozhtsov (Yandex)

16:30 Reproducible Experiment Platform & Everware - Aleksei Rogozhnikov (Yandex School of Data Analysis (RU)) Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))
Saturday, 20 February 2016
09:00 Data Science Applications
Data Science Applications
09:00 - 11:50
Room: Y16 G15
Contributions

09:00 Automatic Tuning of Hyperparameters - Alexander Fonarev (Skoltech)

09:40 Deep Learning for event reconstruction - Amir Farbin (University of Texas at Arlington (US))

10:40 Fast multimodal clustering: searching for optimal patterns - Dmitry Ignatov (HSE)

11:20 Summary of open space discussions - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))
11:45 Machine Learning tools & tutorials
Machine Learning tools & tutorials
11:45 - 12:40
Room: Y16 G15
Contributions

11:50 Nvidia tutorial

12:00 TensorFlow introduction & tutorial #1 - Rafal Jozefowicz (Google)
12:40 Lunch
Lunch
12:40 - 13:30
Room: Y16 G15
13:30 Machine Learning tools & tutorials
Machine Learning tools & tutorials
13:30 - 14:50
Room: Y16 G15
Contributions

13:30 TensorFlow introduction & tutorial. Continuation - Rafal Jozefowicz (Google)
14:50 Closing Remarks - Andrey Ustyuzhanin (Yandex School of Data Analysis (RU)) Marcin Chrzaszcz (Universitaet Zuerich (CH), Institute of Nuclear Physics (PL))
Closing Remarks
- Andrey Ustyuzhanin (Yandex School of Data Analysis (RU))
- Marcin Chrzaszcz (Universitaet Zuerich (CH), Institute of Nuclear Physics (PL))
14:50 - 15:00
Room: Y16 G15

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