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MLHEP 2015 summer school
Aug 27, 2015, 8:00 AM
→
Aug 30, 2015, 11:00 PM
Europe/Moscow
Academic University
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Description
Summer school on Machine Learning in High Energy Physics
http://www.hse.ru/mlhep2015/
Kaggle COMET competition
MLHEP github repo
Thursday, August 27
Thu, Aug 27
Fri, Aug 28
Sat, Aug 29
Sun, Aug 30
8:00 AM
→
8:15 AM
Registration
8:15 AM
→
9:00 AM
breakfast
45m
9:00 AM
→
9:35 AM
Welcome
204
204
Academic University
Convener
:
Andrey Ustyuzhanin
(Yandex School of Data Analysis (RU))
9:00 AM
Welcome to MLHEP
20m
2015-08_MLHEP_Welcome.pdf
9:20 AM
MLHEP Kaggle competition
15m
Speaker
:
Nikita Kazeev
(Yandex School of Data Analysis (RU))
mlhep2015_kaggle_slides.pdf
9:35 AM
→
9:40 AM
break
5m
9:40 AM
→
12:40 PM
Advanced track: lectures
206
206
Academic University
Convener
:
Dr
Victor Kitov
(MSU)
9:40 AM
Reminder about major algorithms. Advanced aspects of their use. Model evaluation.
1h 20m
Introduction. Model evaluation.pdf
11:00 AM
coffee break
20m
11:20 AM
Feature selection. Regularization.
1h 20m
Feature selection.pdf
9:40 AM
→
12:40 PM
Introductory track: lectures
204
204
Academic University
Convener
:
Alexey Rogozhnikov
9:40 AM
Intro: General pipeline, ML at a glance
1h 20m
lecture1.pdf
11:00 AM
coffee break
20m
11:20 AM
Intro: kNN, basic overfitting, roc curve, logistic regression
1h 20m
12:40 PM
→
1:45 PM
lunch
1h 5m
1:45 PM
→
5:10 PM
Advanced track: seminars
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Tatiana Likhomanenko
(National Research Centre Kurchatov Institute (RU))
1:45 PM
MLHEP introduction. ML vs MLHEP: correlation and agreement restrictions
1h 30m
Speaker
:
Tatiana Likhomanenko
(National Research Centre Kurchatov Institute (RU))
seminar1_part1.pdf
3:15 PM
coffee break
25m
3:40 PM
sPlot technique. ML on sPlot data.
1h 30m
seminar1_part2.pdf
1:45 PM
→
5:10 PM
Introductory track: seminars
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Nikita Kazeev
(Yandex School of Data Analysis (RU))
1:45 PM
Introduction, course technicalities
1h 30m
1.1 Technicalities and principles.ipynb
1.2 Tools numpy pandas matplotlib - seminar.ipynb
3:15 PM
coffee break
25m
3:40 PM
NumPy, Pandas, Matplotlib
1h 30m
5:10 PM
→
5:20 PM
break
10m
5:20 PM
→
7:00 PM
Applying Machine Learning to LHC triggers optimization
1h 40m
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Speaker
:
Mika Anton Vesterinen
(Ruprecht-Karls-Universitaet Heidelberg (DE))
Mika_MLHEP.pdf
7:00 PM
→
8:30 PM
Welcome dinner
1h 30m
Friday, August 28
Thu, Aug 27
Fri, Aug 28
Sat, Aug 29
Sun, Aug 30
8:15 AM
→
9:30 AM
breakfast
1h 15m
9:30 AM
→
12:30 PM
Advanced track: lectures #2
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Dr
Victor Kitov
(MSU)
9:30 AM
model ensembling #1
1h 20m
10:50 AM
coffee break
20m
11:10 AM
model ensembling #2
1h 20m
9:30 AM
→
12:30 PM
Introductory track: lectures #2
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Alexey Rogozhnikov
9:30 AM
neural networks
1h 20m
lecture2.pdf
10:50 AM
coffee break
20m
11:10 AM
decision tree, regression tree
1h 20m
12:30 PM
→
1:45 PM
lunch
1h 15m
1:45 PM
→
5:10 PM
Advanced track: seminars #2
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Tatiana Likhomanenko
(National Research Centre Kurchatov Institute (RU))
1:45 PM
Brave new boosting world: flatness boosting
1h 30m
seminar2.pdf
3:15 PM
coffee break
25m
3:40 PM
Brave new boosting world: reweighing boosting. Iterative learning
1h 30m
1:45 PM
→
5:10 PM
Introductory track: seminars #2
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Nikita Kazeev
(Yandex School of Data Analysis (RU))
1:45 PM
Overfitting, Cross-validation
1h 30m
2.1. Basic ML, validation, feature engineering.ipynb
3:15 PM
coffee break
25m
3:40 PM
Sklearn: KNN, decision tree, logistic regression
1h 30m
5:10 PM
→
5:30 PM
break
20m
5:30 PM
→
7:10 PM
Challenges of searching for physics signatures with a large amount of background
1h 40m
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Speaker
:
Patrick Haworth Owen
(Imperial College Sci., Tech. & Med. (GB))
Patrick_Machine_Learning_in_LHCb.pdf
Saturday, August 29
Thu, Aug 27
Fri, Aug 28
Sat, Aug 29
Sun, Aug 30
8:15 AM
→
9:30 AM
breakfast
1h 15m
9:30 AM
→
12:30 PM
Advanced track: lectures #3
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Dr
Victor Kitov
(MSU)
9:30 AM
Linear dimensionality reduction.
1h 20m
Dimensionality reduction.pdf
10:50 AM
coffee break
20m
11:10 AM
Non-linear dimensionality reduction. Kernel trick. Common kernels.
1h 20m
9:30 AM
→
12:30 PM
Introductory track: lectures #3
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Alexey Rogozhnikov
9:30 AM
Ensembles
1h 20m
lecture3.pdf
10:50 AM
coffee break
20m
11:10 AM
Gradient boosting; boosting to uniformity.
1h 20m
12:30 PM
→
1:45 PM
lunch
1h 15m
1:45 PM
→
5:10 PM
Advanced track: seminars #3
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Tatiana Likhomanenko
(National Research Centre Kurchatov Institute (RU))
1:45 PM
Meta Algorithms Applications in HEP.
1h 30m
seminar3_part1.pdf
3:15 PM
coffee break
25m
3:40 PM
Hypotheses testing.
1h 30m
seminar3_part2.pdf
1:45 PM
→
5:10 PM
Introductory track: seminars #3
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Nikita Kazeev
(Yandex School of Data Analysis (RU))
1:45 PM
Ensemble algorithms: random forest, gradient boosting
1h 30m
3.1 Ensemble methods - seminar.ipynb
COMET_gradient_boosting_gauss_opt.csv
3:15 PM
coffee break
25m
3:40 PM
Hyperparam Optimization
1h 30m
3.2 Hyperparameters optimzation - seminar.ipynb
5:10 PM
→
5:30 PM
break
20m
5:30 PM
→
7:10 PM
MVA vs cut-and-count techniques in the SM model processes searches and measurements
1h 40m
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Speaker
:
Lesya Shchutska
(University of Florida (US))
SUSY_mva.pdf
Sunday, August 30
Thu, Aug 27
Fri, Aug 28
Sat, Aug 29
Sun, Aug 30
8:15 AM
→
9:00 AM
breakfast
45m
9:00 AM
→
12:00 PM
Advanced track: lectures #4
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Dr
Victor Kitov
(MSU)
9:00 AM
Kernelized algorithms: SVM, regression, K-NN, PCA and their properties.
1h 20m
Kernel trick. Deep learning.pdf
10:20 AM
coffee break
20m
10:40 AM
Deep learning. Different kinds of learning.
1h 20m
Kernel trick. Deep learning.pdf
Learning Deep Architectures for AI - Bengio.pdf
9:00 AM
→
12:00 PM
Introductory track: lectures #4
204
204
Academic University
Convener
:
Alexey Rogozhnikov
9:00 AM
GBDT tuning, reweighting, testing hypotheses, gaussian processes for optimization
1h 20m
lecture4.pdf
10:20 AM
coffee break
20m
10:40 AM
Unsupervised learning, Latent Dirichlet Allocation, PCA. Fast predictions and pruning
1h 20m
12:00 PM
→
1:00 PM
lunch
1h
1:00 PM
→
4:15 PM
Advanced track: seminars #4
206
206
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Tatiana Likhomanenko
(National Research Centre Kurchatov Institute (RU))
1:00 PM
Summary: HEP ML analysis sketch, from data to discovery.
1h 30m
seminar4_summary.pdf
2:30 PM
coffee break
15m
2:45 PM
My own first NN using theano.
1h 30m
1:00 PM
→
4:15 PM
Introductory track: seminars #4
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Convener
:
Nikita Kazeev
(Yandex School of Data Analysis (RU))
1:00 PM
PCA, RBM and alike on MNIST
1h 30m
4.1 Generative models - seminar.ipynb
2:30 PM
coffee break
15m
2:45 PM
Clustering
1h 30m
4.2. Clustering - seminar.ipynb
4:15 PM
→
4:20 PM
break
5m
4:20 PM
→
6:00 PM
Multivariate techniques in the Higgs search
1h 40m
204
204
Academic University
Khlopin st, 8, Saint Petersburg, Russia
Speaker
:
Josh Bendavid
(CERN)
mlhep-Aug30-2015.pdf
6:00 PM
→
7:00 PM
transfer to the boat
1h
7:00 PM
→
10:00 PM
channel cruise + closing dinner + awards
3h
10:00 PM
→
11:00 PM
transfer to the hotel
1h