From f7ca216d9858b0b8fe06caf8c6e65e701a4783f9 Mon Sep 17 00:00:00 2001
From: dupre <xavier.dupre@ensae.fr>
Date: Thu, 17 Sep 2015 19:11:53 +0200
Subject: [PATCH] =?UTF-8?q?mise=20=C3=A0=20jour,=20lien,=20encadrants?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
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---
 _doc/presentation_2A/source/index.rst |  2 +-
 _doc/sphinxdoc/source/td_1a.rst       |  2 +-
 _doc/sphinxdoc/source/td_2a.rst       | 23 ++++++++++++++++-------
 3 files changed, 18 insertions(+), 9 deletions(-)

diff --git a/_doc/presentation_2A/source/index.rst b/_doc/presentation_2A/source/index.rst
index becd35b8a..954871928 100644
--- a/_doc/presentation_2A/source/index.rst
+++ b/_doc/presentation_2A/source/index.rst
@@ -2,7 +2,7 @@
 ENSAE 2A - Programmation
 ========================
 
-.. revealjs:: ENSAE 2A - Données, Python pour un Data Scientist
+.. revealjs:: ENSAE 2A - Python pour un Data Scientist
 
     .. image:: _static/project_ico.png
 
diff --git a/_doc/sphinxdoc/source/td_1a.rst b/_doc/sphinxdoc/source/td_1a.rst
index cb0969656..2619a2d2c 100644
--- a/_doc/sphinxdoc/source/td_1a.rst
+++ b/_doc/sphinxdoc/source/td_1a.rst
@@ -166,8 +166,8 @@ Bibliographie
 
 **Livres**
 
-* `Résumé de la syntaxe Python en 27 pages <http://www.xavierdupre.fr/site2013/documents/python/resume_utile.pdf>`_ (PDF)
 * `Apprentissage de la programmation <http://inforef.be/swi/python.htm>`_, Gérald Swinnen
+* `Une introduction à Python 3 <https://perso.limsi.fr/pointal/python:courspython3>`_
 * `Programmation avec le langage Python <http://www.xavierdupre.fr/site2013/documents/python/initiation_via_python_ellipse_mai_2010.pdf>`_ (PDF, ou version `Ellipse <http://www.editions-ellipses.fr/product_info.php?products_id=6891>`_)
 * `Teach Yourself Python in 24 Hours <http://www.pauahtun.org/TYPython/>`_, Ivan Van Laningham 
   (le site est visuellement difficile, `version PDF <http://ptgmedia.pearsoncmg.com/images/9780672336874/samplepages/0672336871.pdf>`_)
diff --git a/_doc/sphinxdoc/source/td_2a.rst b/_doc/sphinxdoc/source/td_2a.rst
index e2c9fae28..8a620d5d6 100644
--- a/_doc/sphinxdoc/source/td_2a.rst
+++ b/_doc/sphinxdoc/source/td_2a.rst
@@ -8,14 +8,18 @@
 2A
 ==
 
-`Python Avancé Données, Machine Learning et Programmation <http://www.ensae.fr/formations-navhorizontale-172/statisticien-conomiste-navhorizontale-48/2me-anne-formationsdiplome-95.html?id=101352>`_
+`Python pour un Data Scientist <http://www.ensae.fr/formations-navhorizontale-172/statisticien-conomiste-navhorizontale-48/2me-anne-formationsdiplome-95.html?id=101352>`_
 
 Cours animé par :
 
-* Antoine Thabault
-* Nicolas Rousset
-* Jérémie Jakubowicz
-* Xavier Dupré
+* `Xavier Dupré <mailto:xavier.dupre AT gmail.com>`_  (ENSAE 1999) [#fwrite1]_
+* Elodie Royant (ENSAE 2008)
+* Antoine Thabault (ENSAE 2012) [#fwrite2]_
+* Jérémie Jakubowicz (ENSAE 2002) [#fwrite2]_
+* Nicolas Pousset [#fwrite2]_
+* Antoine Ly (ENSAE 2015)
+* Dominique Poudevigne
+* Gaël Varoquaux [#fwrite2]_
 
 
 Ce cours s'étale sur 6 séances de cours/TD d'une durée de 4h.
@@ -160,7 +164,7 @@ Bibliographie
 * `A Roundup of Recent Text Analytics and Vis Work <http://blogger.ghostweather.com/2014/10/a-roundup-of-recent-text-analytics-and.html>`_
 * `A Tour of Machine Learning Algorithms <http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/>`_
 * `Efficient Estimation of Word Representations in Vector Space <http://arxiv.org/abs/1301.3781>`_, Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean,
-  ` <http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf>`_, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, Jeff Dean,
+  `Distributed Representations of Words and Phrases and their Compositionality <http://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf>`_, Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, Jeff Dean,
   `word2vec Parameter Learning Explained <http://arxiv.org/abs/1411.2738>`_, Xin Rong,
   `Tutorial on Auto-Encoders <http://piotrmirowski.wordpress.com/2014/03/27/tutorial-on-auto-encoders/>`_, Piotr Mirowski
 * `Prédire les épidémies avec Wikipedia <http://www.lemonde.fr/sante/article/2014/11/13/predire-les-epidemies-avec-wikipedia_4523461_1651302.html>`_, Le Monde
@@ -169,6 +173,7 @@ Bibliographie
 * `Introduction to matplotlib <https://scipy-lectures.github.io/intro/matplotlib/matplotlib.html>`_
 * `Probabilistic Context-Free Grammars (PCFGs) <http://www.cs.columbia.edu/~mcollins/courses/nlp2011/notes/pcfgs.pdf>`_
 * `Ultimate guide for Data Exploration in Python using NumPy, Matplotlib and Pandas <http://www.analyticsvidhya.com/blog/2015/04/comprehensive-guide-data-exploration-sas-using-python-numpy-scipy-matplotlib-pandas/#One>`_
+* `A Visual Introduction to Machine Learning <http://www.r2d3.us/visual-intro-to-machine-learning-part-1/>`_
 
 **MOOC**
 
@@ -208,6 +213,8 @@ Bibliographie
 
 * `scikit-learn <http://scikit-learn.org/stable/index.html>`_
 * `Vowpal Wabbit <https://github.com/JohnLangford/vowpal_wabbit/wiki>`_
+* `theano <http://deeplearning.net/software/theano/>`_
+* `xgboost <https://github.com/dmlc/xgboost>`_
 * `Python extensions to do machine learning <http://www.xavierdupre.fr/blog/2013-09-15_nojs.html>`_
 
 **Compétition de code**
@@ -254,4 +261,6 @@ Séances passées
     specials/algorithm_culture
     entretiens
 
-    
+.. [#fwrite1] Contributeur, encadrant et coordinateur du cours.
+
+.. [#fwrite2] Contributeur, encadrant.