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JUG




        Nuxeo 5.3 and Semantic Nuxeo



                          22 octobre 2009



         Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄
          Nuxeo 5.3 Architecture and
JUG            Semantic R&D
         Nuxeo - The company
         Nuxeo EP - Architecture overview
         Nuxeo DM 5.3 - new features
           Open Social
           Windows SharePoint Services
         Nuxeo Semantic R&D
             Scribo / IKS / Eureka
             The Semantic Web
             Named Entities Recognition
             Semantic Hashing for fast image lookup
              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                            The company
JUG
         Nuxeo editor: Nuxeo EP
             Open Source ECM
           Support subscriptions: Nuxeo Connect
           CEVA integrations
           Nuxeo DM - Cloud Edition
           Custom developments and Consulting




              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                                  Nuxeo
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                 Nuxeo is hiring
JUG
        http://www.nuxeo.com/en/societe/jobs




        Copyright 息 Nuxeo  License Creative Commons 2.0 France
遺鞄t庄    Nuxeo EP  Architecture
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄      Nuxeo Core (Repository)
JUG
        Nuxeo Core
                               Core Services
            Lifecycle                      Doc types                      Security
               Events                     Versioning                       Query


                           Core Repository
                                Content Repository

                   Adapter                                               Adapter
                      JCR                                                VCS
           Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄      Nuxeo EP  Main services
JUG
         Repository (Document Types /
          Version / ACL / Lifecycle)
         UserManager + Directories (User /
          Groups  SQL + LDAP)
         Workflow (JBPM)
         Audit (Record Management)
         Relation Service (Jena document
          links)
         Tag service ...

            Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                 Nuxeo DM demo
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄          Apog辿e  Nuxeo RCP
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄
                Nuxeo Digital Asset
JUG                Management




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                   Other applications
JUG
         Nuxeo Digital Asset Management
             Multimedia collection management
             Fully Ajaxified filter based UI
             Video / Audio streaming
             Similarity search
         Nuxeo Correspondence
           FAX & Snail Mails imports
           Smart routing workflows



              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                          Semantic R&D
JUG
           Scribo  IKS  Eureka
           Semantic Web?
           Named Entities Recognition
           Semantic Relationships Extraction
           Automated document categorization
           Keyphrase (e.g. Tag) extraction
           Semantic Hashing for similarity search



              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                        Semantic Web
JUG
         Linked entities and properties in a
          global namespace




            Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄     Named Entities Recognition
JUG
         Find occurrences of:
           Persons
           Places (Countries, Cities, Seas, )
           Organizations (Companies,
            Gouvernments, NGOs, )
         Based on NLP algorithms
           Explicit Linguistic Rules
           Machine Learning (e.g. SVMs, CRFs, ...)
         Links to Wikipedia / DBPedia /
          Freebase, ...
            Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄   Scribo UIMA Architecture
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄       Embedded UIMA chain
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄   NER Demo  Scribo Worbench
JUG




          Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                    Semantic Hashing
JUG
         GIST Image extraction
           Vector of 960 float parameters
         Semantic Hashing
           Int64 code that preserves semantics
         Algorithms
             Stacked Denoising Autoencoders
             Locality Sensitive Hashing
             Spectral Hashing
             Deep Belief Networks


              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄       Autoencoders - step 1
JUG

                      960油floats油油足油GIST油of油noised油image

                                            Encoder油0


                             400油floats油油intermediate油
                                       code Decoder油0


                                    960油floats油油足油GIST油of油
                                      noiseless油image




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄       Autoencoders  step 2
JUG
                                  960油floats油油足油GIST油of油
                                         noised
                                           Encoder油0

                      400油floats油油intermediate油code

                                           Encoder油1


                           64油floats油油intermediate油code
                                          Decoder油1



                               400油floats油
                    油for油encoder_0(noiseless油image)
        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄       Autoencoders  step 3
JUG
                               960油floats油油足油GIST油code

                                         Encoder油0


                       400油floats油油intermediate油code

                                         Encoder油1


                      64油floats油油intermediate油code
                                    Binary油Threshold

                      64油bits油Integer油semantic油hash


        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄     Expected results on pictures
JUG




        Results油from:油Learning油to油Hash油with油Binary油Reconstructive油
        Embeddings油油2009油足油Brian油Kulis,油Trevor油Darrell

              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                         Questions ?
JUG




        Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                                      Licence
JUG
         Les photos et logos appartiennent 
          leurs auteurs respectifs
         Le contenu de la pr辿sentation est sous
          licence Creative Commons 2.0 France
            Contrat Paternit辿
            Pas d'Utilisation Commerciale
            Partage des Conditions Initiales 
             l'Identique
         http://creativecommons.org/licenses/by-nc-sa/2.0/fr/



              Copyright 息 Ch'ti JUG  License Creative Commons 2.0 France
遺鞄t庄                                   Cocktail
JUG


         Merci pour votre attention

         Merci  Ineat Conseil pour son
          sponsoring




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Nuxeo 5.3 and Semantic R&D

  • 1. 遺鞄t庄 JUG Nuxeo 5.3 and Semantic Nuxeo 22 octobre 2009 Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
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  • 3. 遺鞄t庄 Nuxeo 5.3 Architecture and JUG Semantic R&D Nuxeo - The company Nuxeo EP - Architecture overview Nuxeo DM 5.3 - new features Open Social Windows SharePoint Services Nuxeo Semantic R&D Scribo / IKS / Eureka The Semantic Web Named Entities Recognition Semantic Hashing for fast image lookup Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
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  • 15. 遺鞄t庄 Semantic Web JUG Linked entities and properties in a global namespace Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
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  • 21. 遺鞄t庄 Semantic Hashing JUG GIST Image extraction Vector of 960 float parameters Semantic Hashing Int64 code that preserves semantics Algorithms Stacked Denoising Autoencoders Locality Sensitive Hashing Spectral Hashing Deep Belief Networks Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 22. 遺鞄t庄 Autoencoders - step 1 JUG 960油floats油油足油GIST油of油noised油image Encoder油0 400油floats油油intermediate油 code Decoder油0 960油floats油油足油GIST油of油 noiseless油image Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 23. 遺鞄t庄 Autoencoders step 2 JUG 960油floats油油足油GIST油of油 noised Encoder油0 400油floats油油intermediate油code Encoder油1 64油floats油油intermediate油code Decoder油1 400油floats油 油for油encoder_0(noiseless油image) Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 24. 遺鞄t庄 Autoencoders step 3 JUG 960油floats油油足油GIST油code Encoder油0 400油floats油油intermediate油code Encoder油1 64油floats油油intermediate油code Binary油Threshold 64油bits油Integer油semantic油hash Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 25. 遺鞄t庄 Expected results on pictures JUG Results油from:油Learning油to油Hash油with油Binary油Reconstructive油 Embeddings油油2009油足油Brian油Kulis,油Trevor油Darrell Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 26. 遺鞄t庄 Questions ? JUG Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 27. 遺鞄t庄 Licence JUG Les photos et logos appartiennent leurs auteurs respectifs Le contenu de la pr辿sentation est sous licence Creative Commons 2.0 France Contrat Paternit辿 Pas d'Utilisation Commerciale Partage des Conditions Initiales l'Identique http://creativecommons.org/licenses/by-nc-sa/2.0/fr/ Copyright 息 Ch'ti JUG License Creative Commons 2.0 France
  • 28. 遺鞄t庄 Cocktail JUG Merci pour votre attention Merci Ineat Conseil pour son sponsoring Copyright 息 Ch'ti JUG License Creative Commons 2.0 France