{"id":75,"date":"2021-12-09T08:44:22","date_gmt":"2021-12-09T07:44:22","guid":{"rendered":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/nouveausite\/?page_id=75"},"modified":"2022-02-10T14:56:21","modified_gmt":"2022-02-10T13:56:21","slug":"enseignements-teaching","status":"publish","type":"page","link":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/enseignements-teaching\/","title":{"rendered":"Enseignements\/Teaching"},"content":{"rendered":"<h6>Cassis, le port \/ <em>Cassis, the port<\/em><\/h6>\r\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-131\" src=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/bandeau_cassis-4-300x68.gif\" alt=\"\" width=\"499\" height=\"122\" \/><\/p>\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-522\" src=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/logo_epum-300x137.jpg\" alt=\"\" width=\"178\" height=\"96\" \/>\u00a0<span style=\"font-size: 14pt;\">Depuis 1997, j&rsquo;enseigne principalement \u00e0 l\u2019<strong>Ecole Polytechnique Universitaire de Marseille<\/strong> (Polytech-Marseille), dans ses d\u00e9partements G\u00e9nie Industriel et Informatique. Mes enseignements concernent, ou ont concern\u00e9s, les bases de donn\u00e9es, les syst\u00e8mes d&rsquo;information, le g\u00e9nie logiciel, l&rsquo;intelligence artificielle, les syst\u00e8mes multi-agents, les ontologies et le Web s\u00e9mantique.<\/span><\/p>\r\n<p><span style=\"font-size: 18pt;\"><em><small>Since 1997, I maily teach at the <strong>Ecole Polytechnique Universitaire de Marseille<\/strong><\/small><small> (EPUM-Polytech Marseille). My teaching concerns or has concerned Database, Information <\/small><small>Systems<\/small><small> and Software Engineering, Artificial Intelligence, Multiagents systems, Ontologies and Semantic Web.<\/small><\/em><\/span><\/p>\r\n<p><span style=\"font-size: 14pt;\">\r\n\r\n\r\n\r\n<\/span><\/p>\r\n<p class=\"wp-block-paragraph\"><span style=\"font-size: 14pt;\"><strong><strong>LIVRE MERISE (t\u00e9l\u00e9chargement) : <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/livre-merise\">lien<\/a><em><br \/><\/em><\/strong><\/strong><\/span><\/p>\r\n<p><span style=\"font-size: 14pt;\"><strong><strong>Enseignements actuels \/<small> <\/small><em>Current courses<br \/><\/em><\/strong><\/strong><\/span><\/p>\r\n<p><span style=\"font-size: 14pt;\">\r\n\r\n<\/span><\/p>\r\n<ul class=\"wp-block-list\">\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Introduction aux\u00a0 bases de donn\u00e9es relationnelles\u00a0\u00bb (20 h, L3) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_bd.html\" target=\"_blank\" rel=\"noopener\">syllabus et support<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Bases de donn\u00e9es approfondies\u00a0\u00bb (20 h, M2 &#8211; Dept. GI) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_bda-GII.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Bases de donn\u00e9es avanc\u00e9es\u00a0\u00bb (20 h, M1- Dept. Informatique) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_bda-IRM.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Entrep\u00f4ts de donn\u00e9es\u00a0\u00bb (8hCM+6hTD+14hTD &#8211; M2-Dept. Informatique &#8211; \u00e0 partir de 2015) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_dw-Info.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Syst\u00e8mes d&rsquo;information organisationnels\u00a0\u00bb &#8211; ERP\u00a0 (16hCM, M1-Dept. Informatique &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_sio.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Mod\u00e8les et Outils d&rsquo;Aide \u00e0 la D\u00e9cision\u00a0\u00bb (avec E. Tranvouez &#8211; 20h, M2-Dept. GI &amp; ME) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_moad.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a>\u00a0<\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Web S\u00e9mantique\u00a0\u00bb (15 h, M2) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/nouveausite\/wp-content\/uploads\/2021\/12\/syllabus_WebSem.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<\/ul>\r\n<p><span style=\"font-size: 14pt;\">\r\n\r\n\r\n\r\n\r\n\r\n<\/span><\/p>\r\n<p class=\"wp-block-paragraph\"><span style=\"font-size: 14pt;\"><strong>Enseignements anciens \/<small> <\/small><em>Old cou<\/em><\/strong><em><strong>rses <br \/><\/strong><\/em><\/span><\/p>\r\n<p><span style=\"font-size: 14pt;\">\r\n\r\n<\/span><\/p>\r\n<ul class=\"wp-block-list\">\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Ontologies, Web S\u00e9mantique et fouille de textes\u00a0\u00bb, M2R SIS, avec S. Fournier, A. Chifu et G. Gibon &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_ontows.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00a0\u00bb Th\u00e9orie des langages et introduction \u00e0 la compilation\u00a0\u00bb (20 h, L3, 1996-2001) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2022\/02\/syllabus_theol.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Ing\u00e9nierie des Syst\u00e8mes d&rsquo;Information-MERISE\u00a0\u00bb (20h, M1-Dept. GI) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_isi.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0G\u00e9nie Logiciel\u00a0\u00bb (20 h, M2) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/nouveausite\/wp-content\/uploads\/2021\/12\/syllabus_gl.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Concepts et outils de l&rsquo;Intelligence Artificielle\u00a0\u00bb (20 h, M1-Dept. GI, 1996-2001) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_ia.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Syst\u00e8mes Multi-agents et Agents Informationnels\u00a0\u00bb (avec E. Tranvouez et A. Ferrarini) &#8211; M2R SIS &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_smai.html\" target=\"_blank\" rel=\"noopener\">syllabus et support<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Cours \u00ab\u00a0Syst\u00e8mes d&rsquo;Information de Production\u00a0\u00bb (avec E. Tranvouez) (16hCM, M1-Dept. GI) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/syllabus_SIProd.html\" target=\"_blank\" rel=\"noopener\">syllabus et supports<\/a><\/span><\/li>\r\n<\/ul>\r\n<p><span style=\"font-size: 14pt;\">\r\n\r\n\r\n\r\n\r\n\r\n<\/span><\/p>\r\n<p class=\"has-normal-font-size wp-block-paragraph\"><span style=\"font-size: 14pt;\"><strong>Pr\u00e9sentations sp\u00e9cifiques \/ <em>Specific Talks<\/em><\/strong><\/span><\/p>\r\n<ul>\r\n<li><span style=\"font-size: 14pt;\">Introduction to Inductive Logic Programming (ILP) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/Cours-ILP-BE-28nov17-4p.pdf\" target=\"_blank\" rel=\"noopener\">slides<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Introduction to Probabilistic Inductive Logic Programming (PLIP) &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/Cours-PILP-BE-26nov17-4p.pdf\" target=\"_blank\" rel=\"noopener\">slides<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Extraction automatique de relations par ontologies et programmation logique inductive (OntoILPER) <a href=\"file:\/\/\/Users\/Bernard-User\/MonSiteWeb-2016\/public_html\/ExpoRecherche\/OntoILPER-Montreal-24janv17-4p.pdf\">&#8211;\u00a0<\/a><a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/OntoILPER-Montreal-27sept17-4p.pdf\" target=\"_blank\" rel=\"noopener\">slides<\/a><\/span><\/li>\r\n<li><span style=\"font-size: 14pt;\">Retropropagation du gradient dans les r\u00e9seaux de neurones artificiels &#8211; <a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/wp-content\/uploads\/2021\/12\/Retropropagation-Gradient-2018-4p.pdf\" target=\"_blank\" rel=\"noopener\">slides<\/a><\/span><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>Cassis, le port \/ Cassis, the port \u00a0Depuis 1997, j&rsquo;enseigne principalement \u00e0 l\u2019Ecole Polytechnique Universitaire de Marseille (Polytech-Marseille), dans ses d\u00e9partements G\u00e9nie Industriel et Informatique. Mes enseignements concernent, ou ont concern\u00e9s, les bases de donn\u00e9es, les syst\u00e8mes d&rsquo;information, le g\u00e9nie logiciel, l&rsquo;intelligence artificielle, les syst\u00e8mes multi-agents, les ontologies et le Web s\u00e9mantique. Since 1997, I &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/enseignements-teaching\/\" class=\"more-link\">Continuer la lecture <span class=\"screen-reader-text\"> \u00ab\u00a0Enseignements\/Teaching\u00a0\u00bb<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_crdt_document":"","footnotes":""},"class_list":["post-75","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/pages\/75","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/comments?post=75"}],"version-history":[{"count":58,"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/pages\/75\/revisions"}],"predecessor-version":[{"id":1537,"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/pages\/75\/revisions\/1537"}],"wp:attachment":[{"href":"https:\/\/pageperso.lis-lab.fr\/bernard.espinasse\/index.php\/wp-json\/wp\/v2\/media?parent=75"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}