{"id":762,"date":"2021-09-08T14:42:40","date_gmt":"2021-09-08T14:42:40","guid":{"rendered":"https:\/\/esi.ac.ma\/formation\/formation-continue\/formation-a-la-carte\/text-mining-fouille-de-textes\/"},"modified":"2021-09-08T14:42:40","modified_gmt":"2021-09-08T14:42:40","slug":"text-mining-fouille-de-textes","status":"publish","type":"page","link":"https:\/\/esi.ac.ma\/en\/formation\/formation-continue\/text-mining-fouille-de-textes\/","title":{"rendered":"Text-Mining (Fouille de textes)"},"content":{"rendered":"<p>[vc_row][vc_column][vc_custom_heading text=&#8221;Objectifs&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Appr\u00e9hender la fouille de textes.<\/li>\n<li>Positionner la fouille de textes par rapport \u00e0 la d\u00e9marche Data-Mining.<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_custom_heading text=&#8221;Contenu&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_custom_heading text=&#8221;Introduction au Text-Mining&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Du data mining au textmining<\/li>\n<li>Principales applications<\/li>\n<li>La repr\u00e9sentation \u00abbag-ofwords\u00bb (BOW)<\/li>\n<li>Au-del\u00e0 de BOW<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_custom_heading text=&#8221;Deep Learning pour le Text-Mining&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Prise en compte du contexte<\/li>\n<li>Les algorithmes SKIP-GRAM et CBOW<\/li>\n<li>Repr\u00e9sentation des documents<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_custom_heading text=&#8221;Cat\u00e9gorisation des textes&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Cat\u00e9gorisation de texte<\/li>\n<li>Evaluation des performances<\/li>\n<li>R\u00e9duction de la dimensionnalit\u00e9<\/li>\n<li>Techniques d\u2019apprentissage supervis\u00e9<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_custom_heading text=&#8221;Applications&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Fouille d&#8217;opinions et analyse des sentiments<\/li>\n<li>D\u00e9tection des communaut\u00e9s<\/li>\n<li>Filtrage collaboratif et recommandations<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_custom_heading text=&#8221;Matrice Documents-Termes&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text]<\/p>\n<ul>\n<li>Repr\u00e9sentation \u00abbag-ofwords\u00bb<\/li>\n<li>R\u00e9duction de la dimensionnalit\u00e9<\/li>\n<li>Pond\u00e9ration<\/li>\n<li>Mesurer la similarit\u00e9 entre les textes<\/li>\n<li>N-grammes<\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row][vc_column][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_custom_heading text=&#8221;Objectifs&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text] Appr\u00e9hender la fouille de textes. Positionner la fouille de textes par rapport \u00e0 la d\u00e9marche Data-Mining. [\/vc_column_text][vc_custom_heading text=&#8221;Contenu&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_custom_heading text=&#8221;Introduction au Text-Mining&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text] Du data mining au textmining Principales applications La repr\u00e9sentation \u00abbag-ofwords\u00bb (BOW) Au-del\u00e0 de BOW [\/vc_column_text][vc_custom_heading text=&#8221;Deep Learning pour le Text-Mining&#8221; font_container=&#8221;tag:h4|text_align:left&#8221; google_fonts=&#8221;font_family:Montserrat%3Aregular%2C700|font_style:700%20bold%20regular%3A700%3Anormal&#8221;][vc_column_text] Prise en compte du contexte [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":706,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-762","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/pages\/762","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/comments?post=762"}],"version-history":[{"count":0,"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/pages\/762\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/pages\/706"}],"wp:attachment":[{"href":"https:\/\/esi.ac.ma\/en\/wp-json\/wp\/v2\/media?parent=762"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}