{"id":10471,"date":"2018-11-13T11:18:08","date_gmt":"2018-11-13T16:18:08","guid":{"rendered":"https:\/\/vieux.ivado.ca\/?page_id=10471"},"modified":"2019-10-31T14:52:31","modified_gmt":"2019-10-31T18:52:31","slug":"workshop-recommender-systems","status":"publish","type":"page","link":"https:\/\/vieux.ivado.ca\/en\/trainings\/workshops\/workshop-recommender-systems\/","title":{"rendered":"Workshop on Recommender Systems"},"content":{"rendered":"<p>[vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text]<\/p>\n<h3><strong><span style=\"color: #0071ba;\">August 20-23, 2019 | MONTREAL<br \/>\n<\/span><\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;]<div class=\" ubtn-ctn-left complet\"><button type=\"button\" id=\"ubtn-9104\" onclick=\"this.target=&#039;_blank&#039;\" class=\"ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg  none  ubtn-sep-icon ubtn-sep-icon-left-push  ubtn-left   tooltip-69dc46037eccd ubtn-tooltip left\" data-toggle=\"tooltip\" data-placement=\"left\" title=\"sold out\" data-hover=\"\" data-border-color=\"\" data-bg=\"#ff8139\" data-hover-bg=\"\" data-border-hover=\"\" data-shadow-hover=\"\" data-shadow-click=\"none\" data-shadow=\"\" data-shd-shadow=\"\"  data-ultimate-target='#ubtn-9104'  data-responsive-json-new='{\"font-size\":\"desktop:24px;\",\"line-height\":\"\"}'  style=\"font-weight:bold;border:none;background: #ff8139;color: #ffffff;\"><span class=\"ubtn-data ubtn-icon\"><i class=\"Defaults-edit pencil-square-o\" style=\"font-size:32px;color:;\"><\/i><\/span><span class=\"ubtn-hover\" style=\"background-color:\"><\/span><span class=\"ubtn-data ubtn-text \" >Registration<\/span><\/button><\/div><script>\r\n\t\t\t\t\tjQuery(function () {\r\n\t\t\t\t\t\tjQuery(\".tooltip-69dc46037eccd\").bsf_tooltip();\r\n\t\t\t\t\t})\r\n\t\t\t\t<\/script>[vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; el_class=&#8221;naked clearboth&#8221; css=&#8221;.vc_custom_1554726987628{margin-top: -40px !important;}&#8221;][vc_column][vc_tta_tabs][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; add_icon=&#8221;true&#8221; title=&#8221;About&#8221; tab_id=&#8221;About&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554316743716{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>About<\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15px&#8221;][vc_row_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Summary<\/h3>\n<p>Recommender systems find patterns in user behaviour to improve personalized experiences and understand the environment that they are acting in. They are ubiquitous and are most often used to recommend items to users (for example, books and movies on Amazon and Netflix, relevant documentation in large software projects, or papers of interest to scientists).<\/p>\n<p>The workshop on recommender systems will be held in English. This workshop includes theoretical sessions in the morning and hands-on sessions in the afternoon.[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Generic objectives<\/h3>\n<ul>\n<li>Train industry professionals and students in the fields of data science, machine learning and operational research;<\/li>\n<li>Develop a better understanding of the challenges and problems in data science applied to a specific field;<\/li>\n<li>Learn to use software tools to solve practical industry-related problems;<\/li>\n<li>Offer a networking opportunity between students and professionals from industry;<\/li>\n<li>Facilitate knowledge transfer between academia and industry.<\/li>\n<\/ul>\n<p>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInLeft&#8221;]<\/p>\n<h3>Prerequisites<\/h3>\n<p>Basic knowledge of mathematics and programming (ideally Python) is strongly recommended.[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/2&#8243;][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Date and place<\/h3>\n<p>August 20-23, 2019<br \/>\nHEC Montr\u00e9al &#8211; Pavillon CSC<br \/>\n3000, chemin de la c\u00f4te Sainte-Catherine, salle Procter et Gamble<br \/>\nMontr\u00e9al, QC H3T 2A7<br \/>\nCanada[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Registration<\/h3>\n<p>[\/vc_column_text]<div class=\" ubtn-ctn-left complet\"><button type=\"button\" id=\"ubtn-2368\"  class=\"ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg  none  ubtn-sep-icon ubtn-sep-icon-left-push  ubtn-left   tooltip-69dc46037f0b4 ubtn-tooltip left\" data-toggle=\"tooltip\" data-placement=\"left\" title=\"sold out\" data-hover=\"\" data-border-color=\"\" data-bg=\"#ff8139\" data-hover-bg=\"\" data-border-hover=\"\" data-shadow-hover=\"\" data-shadow-click=\"none\" data-shadow=\"\" data-shd-shadow=\"\"  data-ultimate-target='#ubtn-2368'  data-responsive-json-new='{\"font-size\":\"desktop:24px;\",\"line-height\":\"\"}'  style=\"font-weight:bold;border:none;background: #ff8139;color: #ffffff;\"><span class=\"ubtn-data ubtn-icon\"><i class=\"Defaults-edit pencil-square-o\" style=\"font-size:32px;color:#ffffff;\"><\/i><\/span><span class=\"ubtn-hover\" style=\"background-color:\"><\/span><span class=\"ubtn-data ubtn-text \" >Registration<\/span><\/button><\/div><script>\r\n\t\t\t\t\tjQuery(function () {\r\n\t\t\t\t\t\tjQuery(\".tooltip-69dc46037f0b4\").bsf_tooltip();\r\n\t\t\t\t\t})\r\n\t\t\t\t<\/script>[vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>Organizers<\/h3>\n<ul>\n<li>Laurent Charlin, HEC Montr\u00e9al (and Mila)<\/li>\n<li>Brian Moore, IVADO<\/li>\n<\/ul>\n<h3>Contact<\/h3>\n<p>For additional questions or inquiries, please contact <a href=\"mailto:formations@ivado.ca\">formations@ivado.ca.<\/a>[\/vc_column_text][vc_column_text css_animation=&#8221;fadeInRight&#8221;]<\/p>\n<h3>To have access to the presentations:<\/h3>\n<p><a href=\"https:\/\/drive.google.com\/drive\/folders\/1biECfOYhOmWgHSx_DVgSgVNNpEiM_c4Q?usp=sharing\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/drive.google.com\/drive\/folders\/1biECfOYhOmWgHSx_DVgSgVNNpEiM_c4Q?usp=sharing<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_tta_section][vc_tta_section i_type=&#8221;entypo&#8221; i_icon_entypo=&#8221;entypo-icon entypo-icon-users&#8221; add_icon=&#8221;true&#8221; title=&#8221;Speakers&#8221; tab_id=&#8221;Speakers&#8221; el_class=&#8221;speakers&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;entypo&#8221; icon_entypo=&#8221;entypo-icon entypo-icon-users&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554299243581{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>Confirmed speakers<\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15px&#8221;][vc_basic_grid post_type=&#8221;personnality&#8221; max_items=&#8221;-1&#8243; orderby=&#8221;meta_value&#8221; order=&#8221;ASC&#8221; initial_loading_animation=&#8221;fadeInUp&#8221; grid_id=&#8221;vc_gid:1572547900049-a677182d-fb84-0&#8243; taxonomies=&#8221;207&#8243; meta_key=&#8221;ordre&#8221;][\/vc_tta_section][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-calendar-inv&#8221; add_icon=&#8221;true&#8221; title=&#8221;Program&#8221; tab_id=&#8221;Program&#8221; el_class=&#8221;bouton-programme&#8221;][\/vc_tta_section][\/vc_tta_tabs][\/vc_column][\/vc_row][vc_row css_animation=&#8221;none&#8221; el_class=&#8221;orange ferme&#8221; css=&#8221;.vc_custom_1557151595742{margin-top: -20px !important;}&#8221;][vc_column][vc_empty_space][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-calendar-inv&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221; custom_color=&#8221;#ff671f&#8221; css=&#8221;.vc_custom_1554301958146{margin-bottom: 0px !important;padding-bottom: 0px !important;}&#8221;][vc_column_text el_class=&#8221;h3-souligne&#8221;]<\/p>\n<h3 style=\"text-align: center;\"><strong>Program<\/strong><\/h3>\n<p>[\/vc_column_text][vc_empty_space height=&#8221;15px&#8221;][vc_tta_tabs active_section=&#8221;1&#8243;][vc_tta_section title=&#8221;Tuesday&#8221; tab_id=&#8221;tuesday&#8221;][vc_empty_space][vc_column_text]<strong>SCHEDULE:<\/strong><\/p>\n<p><strong>09:00-12:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Introduction to machine learning and deep learning<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/jonathan-guymont\/\">Jonathan Guymont<\/a><\/strong><\/p>\n<p><strong>12:00-13:00: Lunch (included)<\/strong><\/p>\n<p><strong>13:00-16:00: Hands-on tutorial<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Machine learning in action (Bring your own laptop!)<\/span><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">David Berger (Universit\u00e9 de Montr\u00e9al) &amp; Didier Ch\u00e9telat (Polytechnique Montr\u00e9al)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">There will be a coffee break in the morning and afternoon.<\/span>[\/vc_column_text][\/vc_tta_section][vc_tta_section title=&#8221;Wednesday&#8221; tab_id=&#8221;wednesday&#8221;][vc_empty_space][vc_column_text]<strong>SCHEDULE:<\/strong><\/p>\n<p><strong>09:00-12:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Recommender systems basics and deep learning for recommender systems<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/laurent-charlin\">Laurent Charlin<\/a> (HEC\/Mila)<\/strong><\/p>\n<p><strong>12:00-13:00: Lunch (included)<\/strong><\/p>\n<p><strong>13:00-14:30: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Learning to rank<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/bhaskar-mitra\/\">Bhaskar Mitra<\/a> (Microsoft Research)<\/strong><\/p>\n<p><strong>15:00-17:00: Hands-on tutorial<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Recommender systems in action (Bring your own laptop!)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">There will be a coffee break in the morning and afternoon.<\/span>[\/vc_column_text][\/vc_tta_section][vc_tta_section title=&#8221;Thursday&#8221; tab_id=&#8221;thursday&#8221;][vc_empty_space][vc_column_text]<strong>SCHEDULE:<\/strong><\/p>\n<p><strong>09:00-12:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Contextual Bandits in recommender systems<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/james-mcinerney\">James McInerney<\/a> (Netflix)<\/strong><\/p>\n<p><strong>12:00-13:00: Lunch (included)<\/strong><\/p>\n<p><strong>13:00-16:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Fairness in recommender systems<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/michael-ekstrand\">Michael Ekstrand<\/a> (Boise State)<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">There will be a coffee break in the morning and afternoon.<\/span>[\/vc_column_text][\/vc_tta_section][vc_tta_section title=&#8221;Friday&#8221; tab_id=&#8221;friday&#8221;][vc_column_text]<strong>SCHEDULE:<\/strong><\/p>\n<p><strong>09:00-12:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Advanced modelling<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/dawen-liang\">Dawen Liang<\/a> (Netflix)<\/strong><\/p>\n<p><strong>12:00-13:00: Lunch (included)<\/strong><\/p>\n<p><strong>13:00-16:00: Presentation<\/strong><\/p>\n<p style=\"padding-left: 30px;\"><span style=\"font-weight: 400;\">Evaluating recommender systems<\/span><\/p>\n<p style=\"padding-left: 30px;\"><strong><a href=\"https:\/\/vieux.ivado.ca\/en\/person\/fernando-diaz\">Fernando Diaz (MSR)<\/a><\/strong><\/p>\n<p><span style=\"font-weight: 400;\">There will be a coffee break in the morning and afternoon.<\/span>[\/vc_column_text][vc_empty_space][\/vc_tta_section][\/vc_tta_tabs][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text] August 20-23, 2019 | MONTREAL [\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; el_class=&#8221;naked clearboth&#8221; css=&#8221;.vc_custom_1554726987628{margin-top: -40px !important;}&#8221;][vc_column][vc_tta_tabs][vc_tta_section i_type=&#8221;openiconic&#8221; i_icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; add_icon=&#8221;true&#8221; title=&#8221;About&#8221; tab_id=&#8221;About&#8221;][vc_empty_space height=&#8221;30px&#8221;][vc_icon type=&#8221;openiconic&#8221; icon_openiconic=&#8221;vc-oi vc-oi-mic&#8221; color=&#8221;custom&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; css_animation=&#8221;none&#8221;&#8230; <\/p>\n<div class=\"clear\"><\/div>\n<p><a href=\"https:\/\/vieux.ivado.ca\/en\/trainings\/workshops\/workshop-recommender-systems\/\" class=\"gdlr-button with-border excerpt-read-more\">Read More<\/a><\/p>\n","protected":false},"author":33,"featured_media":0,"parent":9042,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Workshop on Recommender Systems - IVADO<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Workshop on Recommender Systems - IVADO\" \/>\n<meta property=\"og:description\" content=\"[vc_row][vc_column width=&#8221;2\/3&#8243;][vc_empty_space height=&#8221;10px&#8221;][vc_column_text] August 20-23, 2019 | MONTREAL [\/vc_column_text][vc_empty_space][\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_empty_space][\/vc_column][\/vc_row][vc_row equal_height=&#8221;yes&#8221; 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