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Teaching 2013/2014

Statistical Modeling Seminar

ENSAE second year

The slides of the talk can be found here: seminar.pdf (20 Mo, French version).

MDI343

TÉLÉCOM-ParisTech

Documents for the course: MDI343 (need a login)


CR12

ENS de Lyon

Machine learning course with Z. Harchaoui and J. Mairal. Instructions, notes, etc. for CR12 are available at:
http://lear.inrialpes.fr/people/harchaoui/teaching/2013-2014/ensl/m2/


MDI220

TÉLÉCOM-ParisTech

Documents for the course:
reg_lin_cours.pdf, and the code used to generate some of the elements: reg_lin_cours_script.R

You can find here the Master course written by A. Tsybakov (french version): "Applied Statistics". Chapter 6 is used in the course as the main reference for an introduction to tests.

Documents for applications with R:
TP_intro_R.pdf with sources: TP_intro_R.R, simpleRegAPI.R, loisAPI.R
TP_linear_regression.pdf with sources: TP_regression_lineaire.R, auto-mpg.data
TP_linear_regression2.pdf
TP_selec_var.pdf with sources: TP_selec_var.R


Pesto

TÉLÉCOM-ParisTech

TP_ML_supervise.pdf
TP_ML_supervise_scripte.py
TP_ML_supervise_sources.py

Decision trees with Python: scikit-learn package
Ensemble methods references: Peter Bühlmann's review

M2MO : Statistical Learning

Niveau Master 2

Documents for this course might be found on S. Clémençon 's webpage.











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