1. Amirouche Boubekki
  2. REX 2011 @PilotSystems&Libération

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Amirouche Boubekki  committed 801d41d

better slides, better rook

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File bibliographie.rst

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       `http://markorodriguez.com/2011/03/30/global-vs-local-graph-ranking/ <http://markorodriguez.com/2011/03/30/global-vs-local-graph-ranking/>`_
  7. **Rational Research Model for Ranking Semantic Entities** 
       `http://baggins.nottingham.edu.my/~wangwei/publications/rarerank.pdf <http://baggins.nottingham.edu.my/~wangwei/publications/rarerank.pdf>`_
- 
+ 8. Programming Collective Intelligence, Toby Segaran
+ 9. Apprentissage artificiel, Concepts et algorithmes, Antoine Cornuéjols & Laurent Miclet

File djaz.rst

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 pratiques du monde de Ruby-on-Rails pour fournir une plateforme complète de
 développement de site web. Sous License BSD, il est utilisé par un certain nombre
 de sites Web et startup notamment feu `Pownce <http://pownce.com/>`_ et sur le réseau de
-site du journal `Lawrence <http://www.lawrence.com/>`_.
+site du journal `Lawrence <http://www.lawrence.com/>`_, le Guardian, le Washington Post.
 
 Il s'agit d'un framework qui implémente le patron de conception Modele-Vue-Controlleur
 appelé dans le monde Django Modele-Vue-Template.

File rook.rst

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 -------------------
 
 Il s'agit de regrouper par catégorie les articles et de donner une note aux
-tweets entrant d'un utilisateur. Ce sont deux problèmes distincts mais qui peuvent se 
-recouper dans le cadre de la mise en place d'un système apprenant. 
+tweets entrant d'un utilisateur. Comme je le montre dans la suite la catégorisation
+de tweet peut être utilisé pour la recommandation de tweet.
 
 Catégorisation
 ^^^^^^^^^^^^^^
 
-Il existe différentes méthodes pour faire de la catégorisation.
+Approche naive
+~~~~~~~~~~~~~~
 
-On peut utiliser des informations sémantiques présentant des sites par regroupement
-thématique. Par exemple un blog qui a un lien depuis bitbucket a de
-fortes chances d'être un blog technique. De plus, un compte twitter qui est lié depuis un blog, qui est 
-lié depuis bitbucket a de forte chance d'avoir un contenu technique. Conclusion,
- nous pouvons construire un système qui permet de déterminer une
-ou des catégories pour chaque site en implémentant un algorithme logique ou en 
-utilisant une machine apprenante.
+Une approche consiste à regrouper les tweets par à l'aide des hashtags qui 
+apparaissent dans un message. La fonction implémenté par Twitter
+actuellement permet de faire celà, mais ne permet pas de faire une
+recherche sur tout ce qui concerne un thème. Pour améliorer cette fonction
+il est possible d'utiliser les colocations des hashtags pour crée des
+hashtags similaire ou de manuellement entrée les hashtags dans des
+catégories au fur et à mesure de leur création.
 
-Une machine apprenante supervisée est un algorithme apprenant qui prend en entrée
-un document et des catégories. Elle associe les documents aux catégories et 
-permet d'associer des catégories à des documents nouveaux. 
+Approche intermédiaire
+~~~~~~~~~~~~~~~~~~~~~~
 
-Une méthode non-supervisée peut être utilisée de deux façons; d'une part sur les tweets
-étendus à l'aide de [5] ou alors en prenant comme document l'ensemble des poids sur
-les arêtes qui lient un noeud au reste du graphe.
+L'approche intermediare consiste en plus en prendre en compte un corpus de textes
+catégorisés afin de permettre d'étendre la valeur sémantique de certains attributs
+du tweet et peut être en découvrir de nouveau. Par exemple, une recherche full-text
+d'un tweet sur wikipedia [5] qui nous retourne la page wikipedia sur un joueur de bilboquet
+nous permet de deviner que le tweet à un rapport avec le bilboquet et 
+le sport.
 
-Le défaut des deux méthodes précédentes et qu'il est difficile de comprendre 
-pourquoi un résultat a été donné.
+Approche avancée
+~~~~~~~~~~~~~~~~
 
-Couplé à la méthode décrite dans [5] en utilisant [6] il est possible d'implémenter 
-un algorithme de type PageRank [7] qui classent les catégories liés à un tweet de façon
-pertinente pour l'utilisateur.
+Les approches précédentes peuvent être améliorer en utilisant le contexte du tweet
+à savoir les interactions que d'autre utilisateurs ont eu avec le tweet. En prenant
+par exemple le cas d'un utilisateur passionné de golf, qui retransmet tous les matchs,
+il est possible que les interactions tweets qu'il a soient souvent en rapport avec
+le golf. De cette façon on peut augmenter la contribution du golf au tweet que cette
+utilisateur marque soit en y répondant, soit en le mettant en favoris ou alors en
+tweetant de nouveau le message.
 
 Mur personnalisé
 ^^^^^^^^^^^^^^^^
 
-L'implémentation du mur personnalisé peut se faire à l'aide des mêmes méthodes que celles
-décrites précédemment. Je me suis appliqué à comprendre le fonctionnement 
-de la machine apprenante qui résoudra ce problème. 
+Approche naïve
+~~~~~~~~~~~~~~
 
-Un très grand nombre de données
-peuvent être soumises à l'algorithme rendant son calcul non praticable, c'est la 
-malédiction dimensionnelle. L'optimisation envisagée est la génération d'un graphe 
-de catégories pour l'ensemble des documents présents dans la base à l'aide du résultat
-de la catégorisation. Un document pour cette machine apprenante est le vecteur des
-contributions de chaque catégories à un tweet. 
+L'approche naïve consiste augmenter la note d'un tweet en fonction de l'entropie
+que celui à généré dans l'univers Twitter. Cette méthode  permet de ne pas rater
+des conversations qui peuvent être intéressantes.
+
+Approche intermédiaire
+~~~~~~~~~~~~~~~~~~~~~~
+
+La méthode précédente peut être améliorer pour permettre la découverte de tweet
+potentiellement intéressant mais non découvert par la méthode précédente. Pour
+cela nous allons utilisé tweet étendu sémentiquement lors de la catégorisation 
+pour connaître les préférences de l'utilisateur ainsi que noté de manière à proprié
+les tweets. Cette approche peut peut-être tiré bénéfice d'utilisation de [6] et [7].
+
+Approche avancée
+~~~~~~~~~~~~~~~~
+
+Dans le cadre d'une connaissance plus poussé de Twitter. Il est possible de 
+mettre en place des algorithmes de recommandation de tweet. Cette fonction
+permet de découvrir des tweets en dehors du cercles restreints des personnes
+que vous suivez. C'est une généralisation de l'approche intermédiaire. 
 
 Bilan
 -----
 
 Ce travail de recherche et développement a été enrichissant. Il m'a permis
 de mettre au point différentes méthodes et idées de fonctions pour Rook.
-La recherche nécissite de la rigueur et ce projet
+La recherche nécessite de la rigueur et ce projet
 supplémentaire m'a permis d'affiner mes techniques. 

File slides/slides.aux

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File slides/slides.nav

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File slides/slides.pdf

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File slides/slides.tex

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 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Stage chez Pilot Systems}
     \begin{itemize}
         \item Pilot Systems
 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Pilot Systems}
 
     \begin{columns}
                 \item SSLL
                 \item Méthodes Agile
                 \item Hosting
+                \item Consulting
                 \item Développement
                 \item Technologies
                 \begin{itemize}
 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Missions}
 
     \begin{itemize}
 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Cockpit 1/2}
 
     Application de e-mailing
 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Cobra}
 
     Projet de refonte du site de Pilot Systems
 \end{frame}
 
 \begin{frame}
-\end{frame}
-
-\begin{frame}
     \frametitle{Djaz}
 
     Projet de refonte du système d'information de Libération \\
     \frametitle{Système d'information - Djaz}
 
     \begin{itemize}
-        \item Permettre de diffuser des articles et autre media sur le web
-        \item Offrir les outils pour la gestion de la partie rédaction
+        \item Permettre de diffuser des articles et autres medias sur le web
+        \item Offrir des outils pour la gestion de la partie rédaction
         \item \textbf{Proposer des services communautaire}
-        \item Offrir les outils pour la gestion de la partie communautaire
+        \item Offrir des outils pour la gestion de la partie communautaire
         \item Gerer les abonnements
         \item \textbf{Gérer les flux avec les partenaires}
     \end{itemize}
         \item Beaucoup de bibliothèques open-source
         \item Utilisé par Google, la NASA, Quora, Disqus, Dropbox
     \end{itemize}
-
 \end{frame}
 
 \begin{frame}
         \item Beaucoup de bibliothèques open-source
         \item Utilisé par Quora, Disqus, Pownce, Lawrence, Guardian, Washington Post
     \end{itemize}
-
 \end{frame}
 
 \begin{frame}
 
     \begin{itemize}
         \item Développement Agile
-        \item 12 personnes en moyennes
+        \begin{itemize}
+            \item Réunions
+            \item Travail par paire
+            \item Itération courtes et longues
+        \end{itemize}
+        \item 10 personnes en moyennes
         \item Une partie de l'équipe travaille à distance
     \end{itemize}
-
 \end{frame}
 
 \begin{frame}
     \begin{itemize}
         \item Dashboard des abonnées payants
         \item Tests
-        \item Sécurisation de la génération d'image
+        \item Sécurisation de la génération d'images
         \item Carrier Pigeon
         \item Mon Libé : Ma bibliothèque
         \item Mon Libé : Dossiers abonnés
 \end{frame}
 
 \begin{frame}
-\end{frame}
+    \frametitle{Rook 1/4}
 
-\begin{frame}
-    \frametitle{Rook 1/3}
+    \includegraphics[height=3.0cm]{rook.png}
 
-    \includegraphics[height=1.0cm]{rook.png}
-
-    Application Twitter user-friendly pour qui fait de vous un power-user
+    Application Twitter pour faire de vous un power-user.
 
 \end{frame}
 
 \begin{frame}
-    \frametitle{Rook 2/3}
+    \frametitle{Rook 2/4}
 
     \begin{itemize}
         \item Catégorisation de tweets
 \end{frame}
 
 \begin{frame}
-    \frametitle{Rook 3/3}
+    \frametitle{Catégorisation - Rook 3/4}
 
     \begin{itemize}
-        \item «Term Logic»
-        \item Algorithmes plus sophistiqués
-        \begin{itemize}
-            \item Machine apprenante
-            \begin{itemize}
-                \item Supervisé
-                \item Non-supervisé
-            \end{itemize}
-            \item PageRank
-        \end{itemize}
+        \item naïve : hashtags
+        \item intermediaire : naïve + recherche full-text sur corpus pré-catégoriser
+        \item avancée : intermediaire + contexte du tweet
+    \end{itemize}
+
+\end{frame}
+
+\begin{frame}
+    \frametitle{Mur personnalisé - Rook 4/4}
+
+    \begin{itemize}
+        \item naïve : noté les tweets en fonctions des intéractions
+        \item intermediaire : naïve + catégorisation du tweet et préférences utilisateurs
+        \item recommandation de tweet : intermediaire + contexte twitter
+        \item
     \end{itemize}
 
 \end{frame}
     \begin{itemize}
         \item Développeur Web
         \item Développeur Agile
-        \item Monde de la presse
-        \item SSII
+        \item Monde de la presse écrite
+        \item SSLL
     \end{itemize}
 
 \end{frame}
 \end{frame}
 
 \end{document}
-

File slides/slides.toc

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