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
Organisational: 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
Lectures: 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
Organisational: Lunch
Lunch
1:20 PM - 2:35 PM
Room: Lundmarkssalen
2:35 PM
Seminars: 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
Organisational: Break
Break
5:35 PM - 5:55 PM
Room: Lundmarkssalen
5:55 PM
Invited lectures: 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
Organisational: Welcome dinner
Welcome dinner
8:00 PM - 9:30 PM
Tuesday, June 21, 2016
9:30 AM
Lectures: 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
Organisational: Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM
Seminars: 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
Organisational: Break
Break
4:30 PM - 4:50 PM
Room: Lundmarkssalen
4:50 PM
Invited lectures: Online, Collaborative Machine Learning
Online, Collaborative Machine Learning
4:50 PM - 6:00 PM
Room: Lundmarkssalen
Wednesday, June 22, 2016
9:30 AM
Lectures: 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
Organisational: Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM
Seminars: 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
Invited lectures: 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
Organisational: Break
Break
4:10 PM - 4:30 PM
Room: Lundmarkssalen
4:30 PM
Invited lectures: 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
Lectures: 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
Seminars: Boosting reweighting and flatness - seminar
Boosting reweighting and flatness - seminar
11:10 AM - 12:30 PM
Room: Lundmarkssalen
12:30 PM
Organisational: Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
2:00 PM
Seminars: 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
Midsommar
9:00 AM - 9:00 PM
Room: Lundmarkssalen
Saturday, June 25, 2016
9:30 AM
Lectures: 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
Organisational: Lunch
Lunch
12:30 PM - 1:30 PM
Room: Lundmarkssalen
1:30 PM
Seminars: 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
Organisational: Break
Break
4:30 PM - 4:50 PM
Room: Lundmarkssalen
4:50 PM
Invited lectures: 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
Challenge hacking & conclusion
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