{"id":2860,"date":"2024-10-24T16:07:55","date_gmt":"2024-10-24T14:07:55","guid":{"rendered":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/?p=2860"},"modified":"2024-10-30T14:26:39","modified_gmt":"2024-10-30T13:26:39","slug":"shen-liang-deep-transfer-learning-and-multi-task-learning","status":"publish","type":"post","link":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/shen-liang-deep-transfer-learning-and-multi-task-learning\/","title":{"rendered":"Shen Liang &#8211; Deep Transfer Learning and Multi-task Learning"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;3.22&#8243;][et_pb_row _builder_version=&#8221;3.22.1&#8243; border_color_all=&#8221;#3255c9&#8243; border_style_all=&#8221;groove&#8221;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_text _builder_version=&#8221;3.22.1&#8243; min_height=&#8221;11px&#8221; custom_margin=&#8221;||-25px|||&#8221; custom_padding=&#8221;||0px|||&#8221;]<\/p>\n<p><span style=\"color: #3255c9\"><strong>Shen Liang<\/strong><br \/>June 15, 4 PM<br \/>online (zoom)<\/span><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>[\/et_pb_text][et_pb_social_media_follow _builder_version=&#8221;3.22.1&#8243; locked=&#8221;off&#8221;][et_pb_social_media_follow_network social_network=&#8221;linkedin&#8221; url=&#8221;https:\/\/www.linkedin.com\/in\/liang-shen-76a669273\/&#8221; _builder_version=&#8221;3.22.1&#8243; background_color=&#8221;#007bb6&#8243; follow_button=&#8221;off&#8221; url_new_window=&#8221;on&#8221;]linkedin[\/et_pb_social_media_follow_network][\/et_pb_social_media_follow][\/et_pb_column][et_pb_column type=&#8221;3_4&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_text _builder_version=&#8221;3.22.1&#8243; custom_margin=&#8221;|||||&#8221; custom_padding=&#8221;0px|||||&#8221;]<\/p>\n<h3><strong>Abstract<\/strong><\/h3>\n<p>This tutorial provides an overview of two important and correlated (in many cases intersectional) topics in deep learning: transfer learning, and multi-task learning. Transfer learning focuses on transferring knowledge learned in one problem to a different yet related problem, while multi-task learning attempts to solve multiple tasks in one stroke by exploiting the commonalities across the multiple tasks. In this tutorial, I will present an overview of the motivations, methodologies, as well as applications of these two learning paradigms in fields such as natural language processing and computer vision. I will also provide two concrete examples of these paradigms in a hands-on workshop.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;3.22.1&#8243;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_divider color=&#8221;#3255c9&#8243; admin_label=&#8221;Divider&#8221; _builder_version=&#8221;3.22.1&#8243;][\/et_pb_divider][et_pb_text _builder_version=&#8221;3.22.1&#8243; custom_padding=&#8221;0px|||||&#8221;]<\/p>\n<p><span style=\"color: #3255c9\">Dr Shen Liang<br \/>(Universit\u00e9 Paris Cit\u00e9, diiP)<br \/>Shen Liang is a research associate at the Data Intelligence Institute of Paris (diiP) and affiliated with the Universit\u00e9 Paris Cit\u00e9. He has worked on a variety of data management and mining problems including time series analysis, semi-supervised learning, knowledge-guided deep learning and GPU-accelerated computation within various fields such as healthcare, manufacturing, geosciences and astrophysics. He holds a PhD in software engineering from Fudan University, China.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_video_slider _builder_version=&#8221;3.22.1&#8243; custom_margin=&#8221;10px||&#8221;][et_pb_video_slider_item src=&#8221;https:\/\/www.youtube.com\/watch?v=iPRyPafl5FA&#8221; src_webm=&#8221;https:\/\/www.youtube.com\/watch?v=iPRyPafl5FA&#8221; _builder_version=&#8221;3.22.1&#8243; show_image_overlay=&#8221;off&#8221;][\/et_pb_video_slider_item][\/et_pb_video_slider][et_pb_text _builder_version=&#8221;3.22.1&#8243; custom_margin=&#8221;60px||10px&#8221;]<\/p>\n<p><em>Click the image to see slide<\/em><\/p>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-content\/uploads\/sites\/27\/2024\/10\/Screenshot-2024-10-24-130510.png&#8221; url=&#8221;https:\/\/view.officeapps.live.com\/op\/view.aspx?src=https%3A%2F%2Fwordpress-test.app.u-pariscite.fr%2Fdiip%2Fwp-content%2Fuploads%2Fsites%2F27%2F2022%2F06%2FDeep-Transfer-Learning-and-Multi-task-Learning.pptx&amp;wdOrigin=BROWSELINK&#8221; _builder_version=&#8221;3.22.1&#8243; border_width_all=&#8221;1px&#8221; custom_margin=&#8221;10px||&#8221; transform_styles__hover_enabled=&#8221;on&#8221; transform_scale__hover_enabled=&#8221;on&#8221; transform_translate__hover_enabled=&#8221;on&#8221; transform_rotate__hover_enabled=&#8221;on&#8221; transform_skew__hover_enabled=&#8221;on&#8221; transform_origin__hover_enabled=&#8221;on&#8221; transform_translate__hover=&#8221;-4px|-4px&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_button button_url=&#8221;https:\/\/drive.google.com\/file\/d\/1DQjR6HN8dN2AX2UOTYsqzjlp4W4dWczq\/view&#8221; button_text=&#8221;Example code&#8221; button_alignment=&#8221;left&#8221; _builder_version=&#8221;3.22.1&#8243; custom_button=&#8221;on&#8221; button_text_color=&#8221;#ffffff&#8221; button_bg_color=&#8221;#072c72&#8243; button_border_width=&#8221;2px&#8221; button_border_color=&#8221;#072c72&#8243; button_border_radius=&#8221;26&#8243; button_icon=&#8221;%%20%%&#8221; button_icon_color=&#8221;#ffffff&#8221; button_on_hover=&#8221;off&#8221; background_layout=&#8221;dark&#8221; custom_margin=&#8221;10px|||&#8221; z_index_tablet=&#8221;500&#8243; custom_css_after=&#8221;margin-left: 0!important;||&#8221; saved_tabs=&#8221;all&#8221; locked=&#8221;off&#8221; background_layout__hover_enabled=&#8221;on&#8221; background_layout__hover=&#8221;light&#8221; button_bg_color__hover_enabled=&#8221;on&#8221; button_bg_color__hover=&#8221;#ffffff&#8221; button_icon_color__hover_enabled=&#8221;on&#8221; button_icon_color__hover=&#8221;#072c72&#8243; button_text_color__hover_enabled=&#8221;on&#8221; button_text_color__hover=&#8221;#072c72&#8243; custom_css_after__hover_enabled=&#8221;on&#8221; custom_css_after__hover=&#8221;margin-left: 0!important;&#8221; button_border_color__hover_enabled=&#8221;on&#8221; button_border_color__hover=&#8221;#072c72&#8243;]<br \/>\n[\/et_pb_button][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;3.22.1&#8243;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;3.22.1&#8243;][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.22.1&#8243;][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;3.22.1&#8243;][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;3.22.1&#8243;][et_pb_row custom_margin=&#8221;120px||&#8221; _builder_version=&#8221;3.22.1&#8243; locked=&#8221;off&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.0.47&#8243;][et_pb_divider _builder_version=&#8221;3.22.1&#8243;][\/et_pb_divider][et_pb_text admin_label=&#8221;\u00c0 lire aussi&#8221; _builder_version=&#8221;3.22.1&#8243; z_index_tablet=&#8221;500&#8243;]<\/p>\n<h2><span class=\"st\">Other seminars<br \/><\/span><\/h2>\n<p>[\/et_pb_text][et_pb_blog posts_number=&#8221;4&#8243; include_categories=&#8221;67&#8243; show_author=&#8221;off&#8221; show_date=&#8221;off&#8221; show_pagination=&#8221;off&#8221; module_id=&#8221;page_type_blog&#8221; _builder_version=&#8221;3.22.1&#8243; header_level=&#8221;h4&#8243; border_width_bottom_fullwidth=&#8221;1px&#8221; border_color_bottom_fullwidth=&#8221;rgba(51,51,51,0.18)&#8221; custom_padding=&#8221;||50px|&#8221; z_index_tablet=&#8221;500&#8243;][\/et_pb_blog][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Shen LiangJune 15, 4 PMonline (zoom) &nbsp; &nbsp; Abstract This tutorial provides an overview of two important and correlated (in many cases intersectional) topics in deep learning: transfer learning, and multi-task learning. Transfer learning focuses on transferring knowledge learned in one problem to a different yet related problem, while multi-task learning attempts to solve multiple&hellip; <a class=\"continue\" href=\"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/shen-liang-deep-transfer-learning-and-multi-task-learning\/\">Lire la suite<span> Shen Liang &#8211; Deep Transfer Learning and Multi-task Learning<\/span><\/a><\/p>\n","protected":false},"author":560,"featured_media":2263,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[55,1,67],"tags":[],"class_list":["post-2860","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-55","category-diip","category-seminars-hands-on-workshops"],"_links":{"self":[{"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/posts\/2860","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/users\/560"}],"replies":[{"embeddable":true,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/comments?post=2860"}],"version-history":[{"count":23,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/posts\/2860\/revisions"}],"predecessor-version":[{"id":3207,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/posts\/2860\/revisions\/3207"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/media\/2263"}],"wp:attachment":[{"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/media?parent=2860"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/categories?post=2860"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wordpress-test.app.u-pariscite.fr\/diip\/wp-json\/wp\/v2\/tags?post=2860"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}