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)

Monday, June 20, 2016
9:00 AM Welcome
Welcome
9:00 AM - 10:20 AM
Room: Lundmarkssalen
Contributions

9:00 AM Registration

9:30 AM Welcome to MLHEP - Caterina Doglioni (Lund University (SE))

9:50 AM Competition introduction
10:20 AM Day 1 lectures
Day 1 lectures
10:20 AM - 1:20 PM
Room: Lundmarkssalen
Contributions

10:20 AM Intro: General pipeline, ML at a glance, model evaluation

12:00 PM Metric ML algorithms
1:20 PM Lunch
Lunch
1:20 PM - 2:35 PM
Room: Lundmarkssalen
2:35 PM Day 1 seminars
Day 1 seminars
2:35 PM - 5:35 PM
Room: Lundmarkssalen
Contributions

2:35 PM Course technicalities, working environment

4:15 PM Python for data analysis; Probability density estimation
5:35 PM Break
Break
5:35 PM - 5:55 PM
Room: Lundmarkssalen

5:55 PM Jet parton and particle identification and applications
Jet parton and particle identification and applications
5:55 PM - 7:00 PM
Room: Lundmarkssalen

8:00 PM Welcome dinner
Welcome dinner
8:00 PM - 9:30 PM
Tuesday, June 21, 2016
9:30 AM Day 2 lectures
Day 2 lectures
9:30 AM - 12:30 PM
Room: Lundmarkssalen
Contributions

9:30 AM Decision trees

11:10 AM Ensembles
12:30 PM Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM Day 2 seminrs
Day 2 seminrs
1:30 PM - 4:30 PM
Room: Lundmarkssalen
Contributions

1:30 PM Model evaluation

3:10 PM sklearn, simple algorithms
4:30 PM Break
Break
4:30 PM - 4:50 PM
Room: Lundmarkssalen

4:50 PM Online, Collaborative Machine Learning
Online, Collaborative Machine Learning
4:50 PM - 6:00 PM
Room: Lundmarkssalen
Wednesday, June 22, 2016
9:30 AM Day 3 lectures
Day 3 lectures
9:30 AM - 12:30 PM
Room: Lundmarkssalen
Contributions

9:30 AM Feature engineering, Dimensionality reduction

11:10 AM Hyperparameters search
12:30 PM Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM Day 3 seminars
Day 3 seminars
1:30 PM - 3:10 PM
Room: Lundmarkssalen
Contributions

1:30 PM Ensemble algorithms, dimensionality reduction
3:10 PM Data Doping solution to the "Flavour of Physics" Kaggle challenge
Data Doping solution to the "Flavour of Physics" Kaggle challenge
3:10 PM - 4:10 PM
Room: Lundmarkssalen

4:10 PM Break
Break
4:10 PM - 4:30 PM
Room: Lundmarkssalen

4:30 PM Approximating Likelihood Ratios with Calibrated Classifiers (TBC)
Approximating Likelihood Ratios with Calibrated Classifiers (TBC)
4:30 PM - 5:30 PM
Room: Lundmarkssalen
Thursday, June 23, 2016
9:30 AM Day 4 lectures
Day 4 lectures
9:30 AM - 11:10 AM
Room: Lundmarkssalen
Contributions

9:30 AM Boosting reweighting and flatness
11:10 AM Boosting reweighting and flatness - seminar
Boosting reweighting and flatness - seminar
11:10 AM - 12:30 PM
Room: Lundmarkssalen

12:30 PM Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
2:00 PM Day 4 seminars
Day 4 seminars
2:00 PM - 7:20 PM
Room: H418, RYDBERGSALEN
Contributions

2:00 PM Feature engineering and selection - Nikita Kazeev (Yandex School of Data Analysis (RU))

3:40 PM Shallow neural networks - Alexander Panin (Yandex School of Data Analysis (RU))

5:20 PM Deep neural networks - Alexander Panin (Yandex School of Data Analysis (RU))
Friday, June 24, 2016

9:00 AM Midsommar
Midsommar
9:00 AM - 9:00 PM
Room: Lundmarkssalen
Saturday, June 25, 2016
9:30 AM Deep learning
Deep learning
9:30 AM - 12:30 PM
Room: Lundmarkssalen
Contributions

9:30 AM Deep learning I - Alexander Panin (Yandex School of Data Analysis (RU))

11:10 AM Deep learning II - Alexander Panin (Yandex School of Data Analysis (RU))
12:30 PM Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM Deep learning
Deep learning
1:30 PM - 4:30 PM
Room: Lundmarkssalen
Contributions

1:30 PM Deep learning III - Alexander Panin (Yandex School of Data Analysis (RU))

3:10 PM Deep learning IV - Alexander Panin (Yandex School of Data Analysis (RU))
4:30 PM Break
Break
4:30 PM - 4:50 PM
Room: Lundmarkssalen

4:50 PM Ultra High Energy Cosmic Rays and the CRAYFIS Experiment
Ultra High Energy Cosmic Rays and the CRAYFIS Experiment
4:50 PM - 5:50 PM
Room: Lundmarkssalen
Sunday, June 26, 2016
9:30 AM
9:30 AM - 6:30 PM
Room: Lundmarkssalen
Contributions

9:30 AM Challenge hacking

11:10 AM Challenge hacking

3:00 PM Presentations preparation

4:00 PM Awards and best solutions presentations

Choose timezone