{"id":2288,"date":"2026-03-30T15:49:03","date_gmt":"2026-03-30T19:49:03","guid":{"rendered":"https:\/\/hackathonfiam-ia.com\/?page_id=2288"},"modified":"2026-03-31T13:31:59","modified_gmt":"2026-03-31T17:31:59","slug":"edition-2025","status":"publish","type":"page","link":"https:\/\/hackathonfiam-ia.com\/fr\/edition-2025\/","title":{"rendered":"\u00c9dition 2025"},"content":{"rendered":"[vc_row type=\u00a0\u00bbin_container\u00a0\u00bb full_screen_row_position=\u00a0\u00bbmiddle\u00a0\u00bb column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb scene_position=\u00a0\u00bbcenter\u00a0\u00bb top_margin=\u00a0\u00bb100&Prime; bottom_margin=\u00a0\u00bb100&Prime; text_color=\u00a0\u00bbdark\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_border_radius=\u00a0\u00bbnone\u00a0\u00bb row_border_radius_applies=\u00a0\u00bbbg\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; 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tab_id=\u00a0\u00bb1774978021392-0&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bb\u00c9quipes gagnantes\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Premi\u00e8re place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>15 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbFast Lane Quant\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Jean-Simon Desmarais, Alexis Perron, Alexis Roger, Romain Mrad et Venkat Narayana Ramakrishnan<\/p>\n<p><a href=\"https:\/\/esg.uqam.ca\/\">UQAM-ESG<\/a>, <a href=\"https:\/\/www.polymtl.ca\/\">Polytechnique Montr\u00e9al<\/a> et <a href=\"https:\/\/www.hec.ca\/\" target=\"_blank\" rel=\"noopener\">HEC<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Deuxi\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>10 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbZeePT\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Jasem Khelifi, Amine Kobeissi, Bechir Elloumi, Khai Lap Vuong et Teerthraj Patel<\/p>\n<p><a href=\"https:\/\/www.umontreal.ca\/\">Universit\u00e9 de Montr\u00e9al<\/a>, <a href=\"https:\/\/www.douglascollege.ca\/\">Douglas College<\/a>, <a href=\"https:\/\/www.etsmtl.ca\/\">ETS Montr\u00e9al<\/a> et l&rsquo;<a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-md vc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Troisi\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbThe Going Concern\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Tomas Codina, Daniel Boulanger, Francisco Rodriguez, Kevin Zhang et Victor Garon<\/p>\n<p><a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-md vc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Quatri\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>3 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbReverse Algo\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Carter Cameron, Luyun Chen, Nicholas Charland Armstrong, Samuel Beaudoin et Theodor Semerdzhiev.<\/p>\n<p><a href=\"https:\/\/www.concordia.ca\/fr.html\">Universit\u00e9 Concordia<\/a> et <a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-md vc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Cinqui\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>2 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbQuantum Logic Collective (QLC)\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Charles Zitella, Elizabeth Katkova, Haoran Zhang, Krishna Dewan et Nikhil Raman<\/p>\n<p><a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_gallery css=\u00a0\u00bb\u00a0\u00bb type=\u00a0\u00bbnectarslider_style\u00a0\u00bb images=\u00a0\u00bb2210,2212,2214,1943,1945&Prime; image_loading=\u00a0\u00bbdefault\u00a0\u00bb ns_image_rendering=\u00a0\u00bbdefault\u00a0\u00bb ns_image_aspect_ratio=\u00a0\u00bb16-9&Prime; hide_arrow_navigation=\u00a0\u00bbtrue\u00a0\u00bb bullet_navigation=\u00a0\u00bbtrue\u00a0\u00bb bullet_navigation_style=\u00a0\u00bbsee_through\u00a0\u00bb onclick=\u00a0\u00bblink_no\u00a0\u00bb][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bb\u00c9tapes\u00a0\u00bb id=\u00a0\u00bb1774978021537-2&Prime; tab_id=\u00a0\u00bb1774978021538-5&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bb\u00c9tapes importantes\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb2\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>D\u00e9voilement du d\u00e9fi<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 septembre 2025<\/strong><\/span><\/p>\n<p>Tous les d\u00e9tails concernant le d\u00e9fi sont communiqu\u00e9s aux \u00e9quipes inscrites par courriel.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Date limite de remise des rapports et des pr\u00e9sentations<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 octobre 2025<\/strong><\/span><\/p>\n<p>C\u2019est votre chance de pr\u00e9senter vos concepts novateurs et de vous d\u00e9marquer.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Annonce des 10 \u00e9quipes finalistes<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>14 octobre 2025<\/strong><\/span><\/p>\n<p>Les finalistes seront invit\u00e9s \u00e0 Montr\u00e9al les 5 et 6 novembre 2025 pour participer \u00e0 un hackathon intensif de deux jours. Au cours de cet \u00e9v\u00e9nement, chaque \u00e9quipe recevra un ensemble d\u2019actions am\u00e9ricaines cot\u00e9es en bourse, accompagn\u00e9 de styles d\u2019investissement sp\u00e9cifiques pour concevoir et g\u00e9rer un portefeuille performant.<\/p>\n<p>Des conseillers acad\u00e9miques et des coachs industriels seront pr\u00e9sents pour partager leur expertise. Ils guideront les participants dans l\u2019utilisation de donn\u00e9es alternatives, l\u2019application d\u2019algorithmes de machine learning et d\u2019intelligence artificielle, ainsi que l\u2019\u00e9laboration de strat\u00e9gies de portefeuille concr\u00e8tes.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Pr\u00e9sentations finales et remise des prix<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>6 novembre 2025<\/strong><\/span><\/p>\n<p>Le point culminant du hackathon se tiendra le 6 novembre, lorsque chaque \u00e9quipe d\u00e9voilera ses solutions devant un jury prestigieux compos\u00e9 de repr\u00e9sentants de l\u2019industrie et du milieu universitaire. Ce jury \u00e9valuera les participants en fonction de leurs id\u00e9es novatrices et de leurs strat\u00e9gies avant de d\u00e9signer les trois \u00e9quipes finalistes.<\/p>\n<p>L\u2019\u00e9v\u00e9nement s\u2019ach\u00e8vera en beaut\u00e9 avec une c\u00e9r\u00e9monie de remise des prix captivante, qui aura lieu de 17 h 30 \u00e0 19 h (EST). Ce sera l\u2019occasion d\u2019annoncer les \u00e9quipes gagnantes et de c\u00e9l\u00e9brer leur succ\u00e8s.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbLieu\u00a0\u00bb id=\u00a0\u00bb1774978021593-3&Prime; tab_id=\u00a0\u00bb1774978021593-7&Prime;][vc_custom_heading text=\u00a0\u00bbStation FinTech Montr\u00e9al\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]4 Place Ville-Marie, Suite 300<br \/>\nMontr\u00e9al, QC H3B 2E7[\/vc_column_text][image_with_animation image_url=\u00a0\u00bb782&Prime; image_size=\u00a0\u00bbfull\u00a0\u00bb max_width=\u00a0\u00bb100%\u00a0\u00bb max_width_mobile=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbentrance\u00a0\u00bb animation=\u00a0\u00bbNone\u00a0\u00bb animation_movement_type=\u00a0\u00bbtransform_y\u00a0\u00bb hover_animation=\u00a0\u00bbnone\u00a0\u00bb alignment=\u00a0\u00bb\u00a0\u00bb border_radius=\u00a0\u00bbnone\u00a0\u00bb box_shadow=\u00a0\u00bbnone\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbEspace CDPQ\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]3, bureau 12350<br \/>\nMontr\u00e9al, QC H3B 0E7[\/vc_column_text][image_with_animation image_url=\u00a0\u00bb2282&Prime; 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tab_id=\u00a0\u00bb1774978021677-1&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb25&Prime; bottom_padding_tablet=\u00a0\u00bb10&Prime; bottom_padding_phone=\u00a0\u00bb10&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743791968179{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h1>Pr\u00e9sentation du d\u00e9fi<\/h1>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; bottom_padding_tablet=\u00a0\u00bb50&Prime; bottom_padding_phone=\u00a0\u00bb25&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792132896{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>La comp\u00e9tition s\u2019est d\u00e9roul\u00e9e en deux grandes phases. Lors de la premi\u00e8re, les \u00e9quipes devaient \u00e9laborer des strat\u00e9gies de s\u00e9lection de titres en approche \u00ab\u202fbottom-up\u202f\u00bb pour construire des portefeuilles \u00e0 l\u2019aide de l\u2019intelligence artificielle et de l\u2019apprentissage automatique. Elles ont travaill\u00e9 \u00e0 partir d\u2019un ensemble de donn\u00e9es comprenant environ 1\u202f000 actions am\u00e9ricaines \u00e0 grande capitalisation, chacune associ\u00e9e \u00e0 plus de 140 signaux mensuels sur une p\u00e9riode couvrant 23 ann\u00e9es de donn\u00e9es financi\u00e8res. L\u2019objectif \u00e9tait de concevoir et tester des portefeuilles r\u00e9\u00e9quilibr\u00e9s mensuellement afin d\u2019identifier les strat\u00e9gies les plus performantes, posant ainsi les bases de leur participation \u00e0 la finale, tenue les 23 et 24 octobre 2024.<\/strong><\/p>\n<p>Pour cette derni\u00e8re phase, les 10 meilleures \u00e9quipes, s\u00e9lectionn\u00e9es par un comit\u00e9 d\u2019\u00e9valuation, ont re\u00e7u un d\u00e9fi plus complexe. En s\u2019appuyant sur leurs travaux initiaux, elles devaient d\u00e9sormais concevoir un produit d\u2019investissement de calibre institutionnel, tout en respectant des contraintes r\u00e9alistes\u202f: positions uniquement longues, limites pr\u00e9cises sur le roulement, la volatilit\u00e9 et le risque du portefeuille, et interdiction d\u2019utiliser l\u2019effet de levier. Le champ d\u2019analyse s\u2019est aussi \u00e9largi \u00e0 un univers de 2\u202f500 \u00e0 4\u202f000 actions am\u00e9ricaines \u00e0 moyenne et petite capitalisation, avec des donn\u00e9es couvrant de janvier 2000 \u00e0 ao\u00fbt 2024. Chaque portefeuille devait \u00e9galement inclure entre 50 et 100 titres.<\/p>\n<p>L\u2019objectif pour chaque \u00e9quipe \u00e9tait de proposer une solution robuste d\u2019optimisation de portefeuille, en tenant compte de ces contraintes. Elles \u00e9taient libres d\u2019int\u00e9grer toute donn\u00e9e compl\u00e9mentaire jug\u00e9e pertinente pour am\u00e9liorer la performance de leurs mod\u00e8les. Le mandat incluait notamment\u202f:<\/p>\n<p><strong>1. L\u2019identification de m\u00e9thodes d\u2019apprentissage automatique<\/strong> efficaces pour la construction de portefeuilles\u2009;<\/p>\n<p><strong>2. La reconnaissance des facteurs financiers cl\u00e9s<\/strong> pouvant am\u00e9liorer la s\u00e9lection des titres\u2009;<\/p>\n<p><strong>3. L\u2019optimisation de la s\u00e9lection et de la pond\u00e9ration des titres<\/strong> en fonction des param\u00e8tres \u00e9tablis\u2009;<\/p>\n<p><strong>4. L\u2019\u00e9valuation r\u00e9trospective<\/strong> de la performance des portefeuilles par des tests historiques.<\/p>\n<p>Vous trouverez ci-dessous un aper\u00e7u des approches adopt\u00e9es par les \u00e9quipes pour relever ce d\u00e9fi complexe.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbGagnants\u00a0\u00bb id=\u00a0\u00bb1774978021723-9&Prime; tab_id=\u00a0\u00bb1774978021723-0&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bb\u00c9quipes gagnantes\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Premi\u00e8re place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>15 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbFast Lane Quant\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Jean-Simon Desmarais, Alexis Perron, Alexis Roger, Romain Mrad et Venkat Narayana Ramakrishnan<\/p>\n<p><a href=\"https:\/\/esg.uqam.ca\/\">UQAM-ESG<\/a>, <a href=\"https:\/\/www.polymtl.ca\/\">Polytechnique Montr\u00e9al<\/a> et <a href=\"https:\/\/www.hec.ca\/\" target=\"_blank\" rel=\"noopener\">HEC<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Deuxi\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>10 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbZeePT\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Jasem Khelifi, Amine Kobeissi, Bechir Elloumi, Khai Lap Vuong et Teerthraj Patel<\/p>\n<p><a href=\"https:\/\/www.umontreal.ca\/\">Universit\u00e9 de Montr\u00e9al<\/a>, <a href=\"https:\/\/www.douglascollege.ca\/\">Douglas College<\/a>, <a href=\"https:\/\/www.etsmtl.ca\/\">ETS Montr\u00e9al<\/a> et l&rsquo;<a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb35&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb offset=\u00a0\u00bbvc_hidden-md vc_hidden-sm vc_hidden-xs\u00a0\u00bb][divider line_type=\u00a0\u00bbNo Line\u00a0\u00bb custom_height=\u00a0\u00bb5&Prime;][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/6&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Troisi\u00e8me place<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 000 $ <\/strong><\/span>[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/2&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb column_padding_type=\u00a0\u00bbdefault\u00a0\u00bb gradient_type=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbThe Going Concern\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]Tomas Codina, Daniel Boulanger, Francisco Rodriguez, Kevin Zhang et Victor Garon<\/p>\n<p><a href=\"https:\/\/www.mcgill.ca\/fr\" target=\"_blank\" rel=\"noopener\">Universit\u00e9 McGill<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_gallery css=\u00a0\u00bb\u00a0\u00bb type=\u00a0\u00bbnectarslider_style\u00a0\u00bb images=\u00a0\u00bb2210,2212,2214&Prime; image_loading=\u00a0\u00bbdefault\u00a0\u00bb ns_image_rendering=\u00a0\u00bbdefault\u00a0\u00bb ns_image_aspect_ratio=\u00a0\u00bb16-9&Prime; hide_arrow_navigation=\u00a0\u00bbtrue\u00a0\u00bb bullet_navigation=\u00a0\u00bbtrue\u00a0\u00bb bullet_navigation_style=\u00a0\u00bbsee_through\u00a0\u00bb onclick=\u00a0\u00bblink_no\u00a0\u00bb][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbStrat\u00e9gies des gagnants\u00a0\u00bb id=\u00a0\u00bb1774978021892-2&Prime; tab_id=\u00a0\u00bb1774978021892-7&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb25&Prime; bottom_padding_tablet=\u00a0\u00bb10&Prime; bottom_padding_phone=\u00a0\u00bb10&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb2\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774890969187{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h1 class=\"p1\">Fast Lane Quant<\/h1>\n<h3>Premi\u00e8re place<\/h3>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774891133060{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong><span class=\"s1\">Jean-Simon Desmarais, Alexis Perron, Alexis Roger, Romain Mrad et Venkat Narayana Ramakrishnan de UQAM-ESG, Polytechnique Montr\u00e9al et HEC\u00a0<\/span><\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792736033{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur team model consisted of two main parts &#8211; the prediction and portfolio optimization model. With the data given, we first applied a discrete wavelet transform on the given features and target return variable. We trained an xgboost model to predict these decomposed returns out of sample using the decomposed features available. We then performed an inverse discrete wavelet transform to reconstruct the return time series. This yielded monthly OOS predictions for 14 years, from 2010 to 2024.<\/p>\n<p>Using these predicted returns, we built (rebalanced) our portfolio every month by finding the optimal set of weights that optimized for expected return, while respecting some constraints given (such long only and between 50 to 100 stocks). This was done with the open-source cvxpy optimization package.<\/p>\n<p>Over the tested OOS period, our model achieved a 55% hit ratio (directional accuracy) in its predictions, and delivered an annual average return of 36%, in excess of the risk-free rate. We achieved positive portfolio returns in 67% of months OOS.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb25&Prime; bottom_padding_tablet=\u00a0\u00bb10&Prime; bottom_padding_phone=\u00a0\u00bb10&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774891717171{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong><span class=\"s1\">Jasem Khelifi, Amine Kobeissi, Bechir Elloumi, Khai Lap Vuong et Teerthraj Patel de l&rsquo;Universit\u00e9 de Montr\u00e9al, Douglas College, ETS Montr\u00e9al et l&rsquo;Universit\u00e9 McGill<\/span><\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792692872{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur long-only, 50 small\/medium cap stock portfolio achieved an annualized return of 28% with a Sharpe ratio of 0.95 from January 2010 to August 2024. After experimenting with various models\u2014including linear models, multilayer perceptrons (MLPs), multilayer perceptron-mixer (MLP-Mixer), long short-term memory networks (LSTMs), and Transformers\u2014the best performance was achieved using a convolutional neural network with bidirectional long short-term memory and attention mechanism (CNN-BiLSTM-AM). The CNN and attention mechanism effectively selected significant features while the BiLSTM learned temporal relationships between features.<\/p>\n<p>Future work could explore optimizing portfolio construction and incorporating alternative datasets. We experimented with reinforcement learning for portfolio optimization, but the model struggled to converge due to the high dimensionality of the state space. Additionally, we developed proof of concepts for earnings call sentiment analysis, satellite image classification\/segmentation, and lawsuit tracking, which could be valuable as future signal inputs.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb25&Prime; bottom_padding_tablet=\u00a0\u00bb10&Prime; bottom_padding_phone=\u00a0\u00bb10&Prime; text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774891235504{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong><span class=\"s1\">Tomas Codina, Daniel Boulanger, Francisco Rodriguez, Kevin Zhang et Victor Garon <\/span>de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb3\/5&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792682702{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur team implements five analysts with one portfolio manager AI system as seen in traditional portfolio managing teams. Each Analyst focuses on a different part of the market (fundamentals, sector, options, market sentiment, momentum indicators) and provides a prediction for the upcoming month\u2019s stock excess return over the risk-free rate. The models have a rnn-mham-lstm structure, except for the sentiment model which uses two transformers. When originally testing each one independently, their results were below par as they took on more risk yet marginally beat the benchmark, the S&amp;P500. To account for this deficit present in all models, the gating network is used to consolidate the predictions and output its own prediction after evaluating the trustworthiness and bias of each analyst given the current market conditions, which it learns of along the way.<\/p>\n<p>To implement the portfolio manager\u2019s final predictions, a selector script uses five ratios (Sharpe, Sortino, Treynor, Calmar, Information) and Jensen\u2019s Alpha to pick out the optimal stocks in a 50 long-only ideal portfolio for the upcoming month. Keeping monthly turnover constraints in mind, a separate program creates and rebalances the portfolio with guidance from the ideal portfolio for the upcoming month. Under conservative liquidity and trading fee assumptions (15bps turnover fee), QUARCC achieves an 18.81% CAGR portfolio with a beta of 1.02 and a 95% VaR of -17.88% over the 14 years (Jan 2010 \u2013 Aug 2024), creating an annualized alpha of 5.12%.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbStrat\u00e9gies des finalistes\u00a0\u00bb id=\u00a0\u00bb1774978022080-9&Prime; tab_id=\u00a0\u00bb1774978022080-5&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792744421{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur two-stage strategy begins with sector selection, where we classify sectors into two groups based on their predicted returns and specific volatility factors. First, we rank each sector by monthly return and group them as ranks 1-5 and ranks 6-11. This binary grouping is then predicted by our model, for which we tested multiple classifiers over historical data, ultimately selecting AdaBoost based on performance from 2000 to 2010. Using an expanding window approach, this model predicted groupings that informed our strategy. Notably, Real Estate, Materials, and Consumer Staples consistently ranked as top sectors, likely due to factors like lowered interest rates, rising gold prices, and the defensive appeal of Consumer Staples during volatile periods. Tech\u2019s lower ranking might reflect our dual volatility filters, which adjust for trailing VIX and sector-specific volatility, as Tech tends to perform in higher-volatility phases.<\/p>\n<p>In the stock selection stage, our aim was to forecast returns for small and mid-cap stocks based on fundamentals like growth potential and financial health. We selected 29 features tied to solid fundamentals, trained our model with them, and let our algorithm suggest supplemental features to add, prioritizing stocks with high R&amp;D spending and efficient asset use. Each month, we construct a starting equal-weighted portfolio of 100 stocks, constrained by liquidity (a minimum $2M monthly volume) but allowed to double down on stocks that keep appearing in the strongest position. Our strategy delivered annualized returns of 20.11% with a volatility of 27.96%, outpacing the S&amp;P 500\u2019s 12.52% returns but under a more volatile profile. In future iterations, we aim to specialize model predictions by sector, refine our model selection annually to ensure the best fit with current data, and implement an adaptative turnover limit to control transaction costs.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774892110541{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Adam Cormier, Andrew Sutcliffe, Erik Hunter, Jan Karcz et Kevin Liang de l\u2019Universit\u00e9 Queen\u2019s, l&rsquo;Universit\u00e9 de Toronto, HEC Montr\u00e9al et de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb50&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792753441{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur team\u2019s strategy utilized a neural network to gauge the quality of each stock\u2019s respective company, implementing a universal function approximator to generate a \u201cQuality Score\u201d. We then scraped SEC insider trading data for each company to develop another signal our model could use to predict returns. These two factors were optimally blended with a medium-term absolute momentum factor in order to reduce periods of drawdown. Each month, our model would consider the stocks with the highest blended score, and use a convex optimization model to assign the optimal weights when constructing the portfolio while staying within certain constraints on volatility, turnover, and position limits.<\/p>\n<p>Our strategy outperformed the market over the test period of 2010-2024, with average annualized portfolio return of 18.54%, while also producing a portfolio with an annualized Sharpe ratio of 1.25 and information ratio of 0.72. The team was pleased with our annualized Alpha of 3.18%, and our strategy performed well over several sub-timeframes. Further work to be carried out and implemented includes analyzing SEC sentiment data to create an improved insider trading signal, normalizing the momentum by sector, and active factor investing.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774891793075{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Aziz Lohourignon, Evan Culetto, Mohamed Haidara, Mouhamadou Bocande et Tidiane Deme de HEC Montr\u00e9al<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb50&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792762104{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nWe developed an All-Weather Fundamental Surprise Enhanced Momentum Strategy that uses a market regime detection algorithm to switch between two strategies: an aggressive one that aims to capture the most alpha during bull markets and a more defensive approach that focuses on low risk during bear markets. For both strategies, we added EPS surprise estimates as an extra layer to our multi-step screening method. We\u2019re excited to share that this approach delivered an impressive annualized return of 23.2%, with an annualized alpha of 6.9% and a Sharpe ratio of 0.84![\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774891903475{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Al Cheaito, Jad Baba, Karim Chaitani, Kush Patel et Othmane Zizi de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb50&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792771786{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nOur strategy used a genetic algorithm to select the most promising 25 features for predicting future stock returns. We also leveraged an LLM to diversify the portfolio by prioritizing stocks from underweighted sectors for monthly rebalancing. We used a 10-year rolling window for training the genetic algorithm (the initial training period was 2000-2010) and then used the 25 features the algorithm picked for our 3-layer neural network, which was asked to forecast individual monthly stock returns for the next 2 years based on the given features. We did this process in increments of 2 years, so after the first trading period (years 2010-2012), the genetic algorithm was run again to select the most promising features for the next 2 years (2012-2014) based on the last 10 years (2002-2012). Then, we repeated the process for the next 2 years, and so on. We started with an equally weighted portfolio, and after that, we put more weight on stocks with higher market caps with the goal of reducing the volatility of the portfolio when it came to selecting new stocks to invest in. We have achieved promising results with this approach, including a Sharpe of 2, which we chose to ignore because it did not adhere to the 1% tracking error constraint. After trying to minimize the volatility of our portfolio, we were not able to come up with a sound portfolio logic that adhered to the constraints, and for that reason, the only Sharpe we were able to officially report was 0.68. However, we all firmly believe that this approach to portfolio construction is valid and could yield positive results if implemented in the real markets, with enough time for tuning. One should focus on running the algorithm with smaller windows, say 1 year, more generations, and more individuals in each generation for better feature selection. Also, we suggest integrating LSTM to asses 12 months of macroeconomic data, Transform-Encoders to look at all 150 features with a 12-month look back each, and Cross Asset Attention Networks to see how the bottom-up and top-down approaches interact.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774978113183{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Charles Zitella, Elizabeth Katkova, Haoran Zhang, Krishna Dewan et Nikhil Raman de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb50&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743792780279{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nTeam GitGud&rsquo;s investment strategy centers around a Long Short-Term Memory (LSTM) machine learning model that predicts monthly stock returns. Through a rigorous process of feature engineering, the team identified 30 key variables that drive stock performance, including technical indicators like momentum and fundamental metrics such as cash flow ratios. After experimenting with several different models, we went with the LSTM model because it captures the complex, non-linear relationships between these inputs and future returns, overcoming potential limitations of more traditional time-series forecasting approaches.<\/p>\n<p>The stock return predictions from the LSTM model are then fed into a mean-variance optimization (MVO) framework to construct the final investment portfolio. The MVO process selects the optimal combination of stocks that maximizes risk-adjusted returns, considering factors like diversification and liquidity. This integrated strategy of advanced machine learning and principled portfolio optimization delivered impressive results, with the GitGud portfolio outperforming the S&amp;P 500 benchmark by over 70% in cumulative returns and generating a robust 25.95% compound annual growth rate. Looking ahead, the team plans to further refine their strategy by tuning hyperparameters, incorporating web-scraped sentiment data, and developing event-driven analysis models to better account for the influence of market news on high-cap stocks.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774978224303{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Carter Cameron, Luyun Chen, Nicholas Charland Armstrong, Samuel Beaudoin et Theodor Semerdzhiev de l&rsquo;Universit\u00e9 Concordia et de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774892079366{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong> [ Version anglaise seulement ]<\/strong><br \/>\nWe applied amortized causal discovery models to select features for stock return prediction that truly matter, focusing on predictors while adjusting for confounders and eliminating spurious correlations\u2014issues that conventional methods often overlook. Additionally, we created indices or signals, including sentiment and risk scores, derived from companies\u2019 annual SEC filings (10-K filings) by using a Chain-of-Thought zero-shot approach to query an LLM (Llama-3.2-3B in our case). This approach provided valuable insights into each company\u2019s financial health.<\/p>\n<p>We defined our stock selection criteria by combining features from the causal DAG and our custom risk metrics. We then used the Black-Litterman model to compute a covariance matrix that incorporated these return predictions. This matrix was key to asset allocation, which we assessed through min-max robust portfolio optimization, where market risk levels were managed using a Hidden Markov model to capture volatility.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; 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background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774892064006{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Abdoul Wahab Toure, Altan Azimli, David Auclair- Borduas, Franck Fongang et Th\u00e9odore Puga de HEC Montr\u00e9al, Polytechnique Montr\u00e9al et de l\u2019Universit\u00e9 McGill<\/strong>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb bottom_padding=\u00a0\u00bb75&Prime; 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width=\u00a0\u00bb1\/1&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1774892086510{margin-top: 0px !important;margin-bottom: 0px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>[ Version anglaise seulement ]<\/strong><br \/>\nWe applied amortized causal discovery models to select features for stock return prediction that truly matter, focusing on predictors while adjusting for confounders and eliminating spurious correlations\u2014issues that conventional methods often overlook. Additionally, we created indices or signals, including sentiment and risk scores, derived from companies\u2019 annual SEC filings (10-K filings) by using a Chain-of-Thought zero-shot approach to query an LLM (Llama-3.2-3B in our case). This approach provided valuable insights into each company\u2019s financial health.<\/p>\n<p>We defined our stock selection criteria by combining features from the causal DAG and our custom risk metrics. We then used the Black-Litterman model to compute a covariance matrix that incorporated these return predictions. This matrix was key to asset allocation, which we assessed through min-max robust portfolio optimization, where market risk levels were managed using a Hidden Markov model to capture volatility.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bb\u00c9tapes\u00a0\u00bb id=\u00a0\u00bb1774978022506-0&Prime; tab_id=\u00a0\u00bb1774978022506-5&Prime;][vc_row_inner column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_position=\u00a0\u00bbdefault\u00a0\u00bb row_position_tablet=\u00a0\u00bbinherit\u00a0\u00bb row_position_phone=\u00a0\u00bbinherit\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb pointer_events=\u00a0\u00bball\u00a0\u00bb][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bb\u00c9tapes importantes\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][\/vc_column_inner][vc_column_inner column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb column_element_direction_desktop=\u00a0\u00bbdefault\u00a0\u00bb column_element_spacing=\u00a0\u00bbdefault\u00a0\u00bb desktop_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_backdrop_filter=\u00a0\u00bbnone\u00a0\u00bb column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb2\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbdefault\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb border_type=\u00a0\u00bbsimple\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>D\u00e9voilement du d\u00e9fi<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 septembre 2025<\/strong><\/span><\/p>\n<p>Tous les d\u00e9tails concernant le d\u00e9fi sont communiqu\u00e9s aux \u00e9quipes inscrites par courriel.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Date limite de remise des rapports et des pr\u00e9sentations<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>5 octobre 2025<\/strong><\/span><\/p>\n<p>C\u2019est votre chance de pr\u00e9senter vos concepts novateurs et de vous d\u00e9marquer.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Annonce des 10 \u00e9quipes finalistes<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>14 octobre 2025<\/strong><\/span><\/p>\n<p>Les finalistes seront invit\u00e9s \u00e0 Montr\u00e9al les 5 et 6 novembre 2025 pour participer \u00e0 un hackathon intensif de deux jours. Au cours de cet \u00e9v\u00e9nement, chaque \u00e9quipe recevra un ensemble d\u2019actions am\u00e9ricaines cot\u00e9es en bourse, accompagn\u00e9 de styles d\u2019investissement sp\u00e9cifiques pour concevoir et g\u00e9rer un portefeuille performant.<\/p>\n<p>Des conseillers acad\u00e9miques et des coachs industriels seront pr\u00e9sents pour partager leur expertise. Ils guideront les participants dans l\u2019utilisation de donn\u00e9es alternatives, l\u2019application d\u2019algorithmes de machine learning et d\u2019intelligence artificielle, ainsi que l\u2019\u00e9laboration de strat\u00e9gies de portefeuille concr\u00e8tes.[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]<strong>Pr\u00e9sentations finales et remise des prix<\/strong><br \/>\n<span style=\"color: #2197a5;\"><strong>6 novembre 2025<\/strong><\/span><\/p>\n<p>Le point culminant du hackathon se tiendra le 6 novembre, lorsque chaque \u00e9quipe d\u00e9voilera ses solutions devant un jury prestigieux compos\u00e9 de repr\u00e9sentants de l\u2019industrie et du milieu universitaire. Ce jury \u00e9valuera les participants en fonction de leurs id\u00e9es novatrices et de leurs strat\u00e9gies avant de d\u00e9signer les trois \u00e9quipes finalistes.<\/p>\n<p>L\u2019\u00e9v\u00e9nement s\u2019ach\u00e8vera en beaut\u00e9 avec une c\u00e9r\u00e9monie de remise des prix captivante, qui aura lieu de 17 h 30 \u00e0 19 h (EST). Ce sera l\u2019occasion d\u2019annoncer les \u00e9quipes gagnantes et de c\u00e9l\u00e9brer leur succ\u00e8s.[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbLieu\u00a0\u00bb id=\u00a0\u00bb1774978022555-8&Prime; tab_id=\u00a0\u00bb1774978022556-7&Prime;][vc_custom_heading text=\u00a0\u00bbStation FinTech Montr\u00e9al\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]4 Place Ville-Marie, Suite 300<br \/>\nMontr\u00e9al, QC H3B 2E7[\/vc_column_text][image_with_animation image_url=\u00a0\u00bb782&Prime; image_size=\u00a0\u00bbfull\u00a0\u00bb max_width=\u00a0\u00bb100%\u00a0\u00bb max_width_mobile=\u00a0\u00bbdefault\u00a0\u00bb animation_type=\u00a0\u00bbentrance\u00a0\u00bb animation=\u00a0\u00bbNone\u00a0\u00bb animation_movement_type=\u00a0\u00bbtransform_y\u00a0\u00bb hover_animation=\u00a0\u00bbnone\u00a0\u00bb alignment=\u00a0\u00bb\u00a0\u00bb border_radius=\u00a0\u00bbnone\u00a0\u00bb box_shadow=\u00a0\u00bbnone\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_custom_heading text=\u00a0\u00bbEspace CDPQ\u00a0\u00bb font_container=\u00a0\u00bbtag:h1|text_align:left\u00a0\u00bb use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb\u00a0\u00bb][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]3, bureau 12350<br \/>\nMontr\u00e9al, QC H3B 0E7[\/vc_column_text][image_with_animation image_url=\u00a0\u00bb2282&Prime; 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use_theme_fonts=\u00a0\u00bbyes\u00a0\u00bb css=\u00a0\u00bb.vc_custom_1743797781130{padding-bottom: 50px !important;}\u00a0\u00bb][tabbed_section style=\u00a0\u00bbminimal\u00a0\u00bb tab_change_animation=\u00a0\u00bbfade\u00a0\u00bb alignment=\u00a0\u00bbcenter\u00a0\u00bb spacing=\u00a0\u00bbdefault\u00a0\u00bb tab_color=\u00a0\u00bbAccent-Color\u00a0\u00bb vs_content_animation=\u00a0\u00bbfade\u00a0\u00bb vs_link_animation=\u00a0\u00bbopacity\u00a0\u00bb vs_navigation_alignment=\u00a0\u00bbleft\u00a0\u00bb vs_navigation_width_2=\u00a0\u00bb25%\u00a0\u00bb vs_navigation_func=\u00a0\u00bbdefault\u00a0\u00bb vs_navigation_width=\u00a0\u00bbregular\u00a0\u00bb vs_navigation_spacing=\u00a0\u00bb15px\u00a0\u00bb vs_navigation_mobile_display=\u00a0\u00bbvisible\u00a0\u00bb vs_tab_spacing=\u00a0\u00bb5%\u00a0\u00bb cta_button_style=\u00a0\u00bbaccent-color\u00a0\u00bb icon_size=\u00a0\u00bb24&Prime;][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbPierre-Philippe Ste-Marie\u00a0\u00bb id=\u00a0\u00bb1774978022668-6&Prime; tab_id=\u00a0\u00bb1774978022668-3&Prime;][nectar_circle_images images=\u00a0\u00bb666&Prime; sizing=\u00a0\u00bb150&Prime; positioning=\u00a0\u00bbstandard\u00a0\u00bb alignment_desktop=\u00a0\u00bbmiddle\u00a0\u00bb alignment_tablet=\u00a0\u00bbinherit\u00a0\u00bb alignment_phone=\u00a0\u00bbinherit\u00a0\u00bb animation=\u00a0\u00bbnone\u00a0\u00bb image_size=\u00a0\u00bbnectar_small_square\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743797569817{padding-top: 25px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h3 style=\"text-align: center;\">Pierre-Philippe Ste-Marie<\/h3>\n<p style=\"text-align: center;\">Chercheur invit\u00e9, Bodhi Research Group<\/p>\n[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<p style=\"text-align: center;\">J\u2019ai \u00e9t\u00e9 coach lors de cette premi\u00e8re \u00e9dition du hackathon et, de mon point de vue, j\u2019ai trouv\u00e9 que c\u2019\u00e9tait une excellente initiative, tr\u00e8s bien r\u00e9alis\u00e9e. Je suis fier d\u2019y avoir particip\u00e9. En tant qu\u2019ancien \u00e9tudiant en m\u00e9thodes quantitatives, j\u2019aurais r\u00eav\u00e9 d\u2019avoir la chance de prendre part \u00e0 un \u00e9v\u00e9nement de ce type.<\/p>\n[\/vc_column_text][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbSofiane Tafat\u00a0\u00bb id=\u00a0\u00bb1774978022687-5&Prime; tab_id=\u00a0\u00bb1774978022687-5&Prime;][nectar_circle_images images=\u00a0\u00bb778&Prime; sizing=\u00a0\u00bb150&Prime; positioning=\u00a0\u00bbstandard\u00a0\u00bb alignment_desktop=\u00a0\u00bbmiddle\u00a0\u00bb alignment_tablet=\u00a0\u00bbinherit\u00a0\u00bb alignment_phone=\u00a0\u00bbinherit\u00a0\u00bb animation=\u00a0\u00bbnone\u00a0\u00bb image_size=\u00a0\u00bbnectar_small_square\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743797610833{padding-top: 25px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h3 style=\"text-align: center;\">Sofiane Tafat, Ph.D.<\/h3>\n<p style=\"text-align: center;\">Conseiller principal, Recherche quantitative,<br \/>\nD\u00e9partement de l&rsquo;investissement responsable et de la recherche,<br \/>\nMouvement Desjardins[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<p style=\"text-align: center;\">J\u2019ai eu le plaisir et le privil\u00e8ge de participer au premier hackathon en gestion d\u2019actifs \u00e0 titre de mentor de l\u2019\u00e9quipe Quantum Alpha. Je suis fier des r\u00e9sultats obtenus par l\u2019\u00e9quipe et je demeure convaincu que cette exp\u00e9rience leur sera b\u00e9n\u00e9fique tant sur le plan professionnel qu\u2019acad\u00e9mique.<\/p>\n[\/vc_column_text][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbStephen Hui\u00a0\u00bb id=\u00a0\u00bb1774978022699-6&Prime; tab_id=\u00a0\u00bb1774978022699-8&Prime;][nectar_circle_images images=\u00a0\u00bb779&Prime; sizing=\u00a0\u00bb150&Prime; positioning=\u00a0\u00bbstandard\u00a0\u00bb alignment_desktop=\u00a0\u00bbmiddle\u00a0\u00bb alignment_tablet=\u00a0\u00bbinherit\u00a0\u00bb alignment_phone=\u00a0\u00bbinherit\u00a0\u00bb animation=\u00a0\u00bbnone\u00a0\u00bb image_size=\u00a0\u00bbnectar_small_square\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743797646982{padding-top: 25px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h3 style=\"text-align: center;\">Stephen Hui, CFA<\/h3>\n<p style=\"text-align: center;\">Associ\u00e9 et gestionnaire de portefeuille, Pembroke Management lt\u00e9e<\/p>\n[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<p style=\"text-align: center;\">J\u2019ai eu le privil\u00e8ge d\u2019agir \u00e0 titre de mentor aupr\u00e8s de l\u2019\u00e9quipe Alpine Edge lors de la toute premi\u00e8re \u00e9dition du Hackathon de gestion d&rsquo;actifs McGill-FIAM. Compos\u00e9e d\u2019\u00e9tudiants issus de diff\u00e9rentes institutions, de disciplines vari\u00e9es et de parcours divers, l\u2019\u00e9quipe a su faire preuve d\u2019une remarquable coh\u00e9sion malgr\u00e9 la forte pression li\u00e9e \u00e0 la comp\u00e9tition et aux d\u00e9lais serr\u00e9s. J\u2019ai \u00e9t\u00e9 t\u00e9moin de leur d\u00e9termination \u00e0 livrer un projet final impressionnant. Je suis fier du travail accompli et convaincu que cette exp\u00e9rience marquante contribuera \u00e0 leur d\u00e9veloppement tant personnel que professionnel.<\/p>\n[\/vc_column_text][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbOlivier Gandouet\u00a0\u00bb id=\u00a0\u00bb1774978022719-7&Prime; tab_id=\u00a0\u00bb1774978022719-2&Prime;][nectar_circle_images images=\u00a0\u00bb780&Prime; sizing=\u00a0\u00bb150&Prime; positioning=\u00a0\u00bbstandard\u00a0\u00bb alignment_desktop=\u00a0\u00bbmiddle\u00a0\u00bb alignment_tablet=\u00a0\u00bbinherit\u00a0\u00bb alignment_phone=\u00a0\u00bbinherit\u00a0\u00bb animation=\u00a0\u00bbnone\u00a0\u00bb image_size=\u00a0\u00bbnectar_small_square\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743797687797{padding-top: 25px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h3 style=\"text-align: center;\">Olivier Gandouet<\/h3>\n<p style=\"text-align: center;\">Vice-pr\u00e9sident, actions quantitatives, Gestion de placements TD<\/p>\n[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<p style=\"text-align: center;\">\u00catre coach lors de cet \u00e9v\u00e9nement a \u00e9t\u00e9 une exp\u00e9rience extr\u00eamement enrichissante, me donnant l\u2019occasion de voir \u00e0 l\u2019\u0153uvre des \u00e9tudiants brillants, d\u00e9termin\u00e9s \u00e0 \u00e9laborer des solutions quantitatives cr\u00e9atives et percutantes. Leur \u00e9nergie, leur originalit\u00e9 et leur engagement ont \u00e9t\u00e9 une v\u00e9ritable source d\u2019inspiration.<\/p>\n[\/vc_column_text][\/tab][tab icon_family=\u00a0\u00bbnone\u00a0\u00bb title=\u00a0\u00bbLouis-Philippe Bonenfant\u00a0\u00bb id=\u00a0\u00bb1774978022730-7&Prime; tab_id=\u00a0\u00bb1774978022730-5&Prime;][nectar_circle_images images=\u00a0\u00bb781&Prime; sizing=\u00a0\u00bb150&Prime; positioning=\u00a0\u00bbstandard\u00a0\u00bb alignment_desktop=\u00a0\u00bbmiddle\u00a0\u00bb alignment_tablet=\u00a0\u00bbinherit\u00a0\u00bb alignment_phone=\u00a0\u00bbinherit\u00a0\u00bb animation=\u00a0\u00bbnone\u00a0\u00bb image_size=\u00a0\u00bbnectar_small_square\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb][vc_column_text css=\u00a0\u00bb.vc_custom_1743797709190{padding-top: 25px !important;}\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<h3 style=\"text-align: center;\">Louis-Philippe Bonenfant<\/h3>\n<p style=\"text-align: center;\">Analyste principal, CDPQ<\/p>\n[\/vc_column_text][vc_column_text css=\u00a0\u00bb\u00a0\u00bb text_direction=\u00a0\u00bbdefault\u00a0\u00bb]\n<p style=\"text-align: center;\">J\u2019ai eu le privil\u00e8ge de participer au hackathon en gestion d\u2019actifs \u00e0 titre de mentor issu de l\u2019industrie, o\u00f9 j\u2019ai accompagn\u00e9 l\u2019\u00e9quipe QUARCC. Leur motivation et leur engagement \u00e9taient \u00e9vidents d\u00e8s le d\u00e9but de la comp\u00e9tition. Les membres de QUARCC ont non seulement d\u00e9montr\u00e9 une solide compr\u00e9hension th\u00e9orique, mais aussi une cr\u00e9ativit\u00e9 remarquable dans le d\u00e9veloppement de leur mod\u00e8le. Je suis extr\u00eamement fier des r\u00e9sultats qu\u2019ils ont obtenus, d\u00e9crochant la deuxi\u00e8me place du concours. Leur attitude exemplaire et leur esprit d\u2019\u00e9quipe me laissent convaincu que cette exp\u00e9rience constituera un atout pr\u00e9cieux dans la poursuite de leur parcours professionnel et acad\u00e9mique.<\/p>\n[\/vc_column_text][\/tab][\/tabbed_section][\/vc_column][\/vc_row][vc_row type=\u00a0\u00bbfull_width_background\u00a0\u00bb full_screen_row_position=\u00a0\u00bbmiddle\u00a0\u00bb column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb scene_position=\u00a0\u00bbcenter\u00a0\u00bb top_padding=\u00a0\u00bb100&Prime; bottom_padding=\u00a0\u00bb75&Prime; top_padding_tablet=\u00a0\u00bb75&Prime; bottom_padding_tablet=\u00a0\u00bb50&Prime; top_padding_phone=\u00a0\u00bb50&Prime; bottom_padding_phone=\u00a0\u00bb25&Prime; text_color=\u00a0\u00bbdark\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_border_radius=\u00a0\u00bbnone\u00a0\u00bb row_border_radius_applies=\u00a0\u00bbbg\u00a0\u00bb overflow=\u00a0\u00bbvisible\u00a0\u00bb enable_gradient=\u00a0\u00bbtrue\u00a0\u00bb color_overlay=\u00a0\u00bb#002333&Prime; 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