Advanced Methods in Data Analysis Course

16 Nov 2015, 10:00 → 27 Nov 2015, 18:00 America/Sao_Paulo

10 (UERJ - DFNAE)

Eduardo Revoredo (Universidade do Estado do Rio de Janeiro (BR)), Lorenzo Moneta (CERN), Sergei Gleyzer (University of Florida (US))

The Advanced Methods in Data Analysis Course is a introductory-level course composed of lectures and hands-on tutorials. The course is targeted at undergraduate and young graduate students.There is no registration fee. If you are interested in attending the course, please register before 1st October 2015.

Monday 16 November

14:00 → 17:00 Analysis Basics: Introduction to ROOT I

Introduction to ROOT, Basics, Histograms and General Examples

Convener: Lorenzo Moneta (CERN)

ROOT_Rio2015_Part1.pdf

Statistics_Rio_Part1.pdf

TutorialMaterials

UERJ_IntroductionToC++.pdf

Virtual Machine (CERNVM) with ROOT 6

14:00 Introduction to ROOT

Speaker: Lorenzo Moneta (CERN)

15:30 Break

15:45 Introduction to ROOT

Speaker: Lorenzo Moneta (CERN)

Tuesday 17 November

10:00 → 13:00 Analysis Basics: Introduction to ROOT II

ROOT I/O, Trees

Convener: Lorenzo Moneta (CERN)

ROOT_Rio2015_Part2.pdf

Wednesday 18 November

14:00 → 17:00 Analysis Basics: Statistics Basics (Probability, Parameter Estimations)

Introduction to ROOT, Basics, Histograms and General Examples

Convener: Lorenzo Moneta (CERN)

ROOT_Rio2015_Part1.pdf

Statistics_Rio_Part1.pdf

TutorialMaterials

UERJ_IntroductionToC++.pdf

Virtual Machine (CERNVM) with ROOT 6

Thursday 19 November

10:00 → 13:00 Statistical Analysis: Introduction to Machine Learning Topics

Machine Learning I: Theory, Classification, Shallow Methods, HEP

Convener: Dr Sergei Gleyzer (University of Florida (US))

UERJ_MachineLearning_I_Sergei_Gleyzer.pdf

Monday 23 November

14:00 → 17:00 Statistical Analysis: Machine Learning II

Neural Networks, Ensemble Methods, Boosting, Deep Learning, Function Estimation

Convener: Dr Sergei Gleyzer (University of Florida (US))

DSLHC2015TMVAExercises.pdf

TMVA.pdf

TMVA.pptx

UERJ_Machine_Learning_II_Sergei Gleyzer.pdf

Tuesday 24 November

10:00 → 13:00 Analysis Basics: Fitting

Goodness of Fit, Fitting Basics, Roofit

Convener: Lorenzo Moneta (CERN)

ROOT_Rio2015_Fitting.pdf

TWiki Page

Wednesday 25 November

14:00 → 17:00 Analysis Basics: Advanced Statistical Topics

RooStats

Convener: Lorenzo Moneta (CERN)

RooStats Exercises Twiki page

roostats_notebooks.tgz

ROOT_Rio2015_RooStats.pdf

Thursday 26 November

10:00 → 13:00 Statistical Analysis: Machine Learning Tutorial

Machine Learning Tutorial in TMVA (and showing new TMVA features)

Convener: Dr Sergei Gleyzer (University of Florida (US))

Friday 27 November

10:00 → 13:00 Statistical Analysis: Machine Learning III

Demos and Tutorials

Convener: Dr Sergei Gleyzer (University of Florida (US))

DSLHC2015TMVAExercises.pdf

DSLHC2015TMVAExercises.tgz

UERJ_Machine_Learning_III_Sergei_Gleyzer.pdf