{"id":1478,"date":"2025-11-27T18:48:08","date_gmt":"2025-11-27T17:48:08","guid":{"rendered":"https:\/\/aist4ge.com\/?page_id=1478"},"modified":"2026-02-02T09:47:03","modified_gmt":"2026-02-02T08:47:03","slug":"pr-koulali-mohammed-amine","status":"publish","type":"page","link":"https:\/\/aist4ge.com\/index.php\/pr-koulali-mohammed-amine\/","title":{"rendered":"Pr. Mohammed Amine KOULALI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1478\" class=\"elementor elementor-1478\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6301763 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6301763\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4913ac4\" data-id=\"4913ac4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-af7c3d5 elementor-widget elementor-widget-image\" data-id=\"af7c3d5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.14.0 - 26-06-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"225\" height=\"300\" src=\"https:\/\/aist4ge.com\/wp-content\/uploads\/2025\/11\/1000066444-1.jpg\" class=\"attachment-medium size-medium wp-image-1483\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6770bf9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6770bf9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-25a1984\" data-id=\"25a1984\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-39d2faf elementor-widget elementor-widget-heading\" data-id=\"39d2faf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.14.0 - 26-06-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\"><h1 style=\"font-family: Roboto, sans-serif; color: rgb(122, 122, 122); text-align: justify; white-space-collapse: collapse;\"><span style=\"font-weight: 700;\">Title:&nbsp;<\/span>Deep Learning Optimization from First principles.<span lang=\"EN-US\" style=\"font-size:12.0pt;\nfont-family:&quot;Times New Roman&quot;,serif;mso-fareast-font-family:&quot;Times New Roman&quot;;\nmso-font-kerning:0pt;mso-ligatures:none;mso-ansi-language:EN-US;mso-fareast-language:\nFR;mso-bidi-language:AR-SA\">.<\/span><span style=\"font-family: &quot;Times New Roman&quot;, serif;\"><span style=\"font-size: 16px;\">.<\/span><\/span><\/h1><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e084e1f elementor-widget elementor-widget-heading\" data-id=\"e084e1f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Abstract:<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c3bfda elementor-widget elementor-widget-text-editor\" data-id=\"0c3bfda\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.14.0 - 26-06-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Deep learning optimization is often treated as alchemy, yet its success relies on fundamental mathematical structures hidden within high-dimensional landscapes. This keynote deconstructs the training process from first principles, examining the &#8220;Big Brothers&#8221; that governs optimization:\u00a0<b>Convexity<\/b>\u00a0(geometry), and\u00a0<b>Smoothness<\/b>\u00a0(dynamics).<\/p><p>We demonstrate how physical intuitions link geometry to performance, present the rigorous connection between\u00a0<b>Optimization<\/b>\u00a0and\u00a0<b>Generalization<\/b>, and explain essential tools for finding robust solutions in a shifting world.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7721023 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7721023\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dbd25d9\" data-id=\"dbd25d9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4bee67c elementor-widget elementor-widget-heading\" data-id=\"4bee67c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><p style=\"text-align:justify\"><b><span lang=\"EN-GB\">Biography :<\/span><\/b><\/p><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e5ad56 elementor-widget elementor-widget-text-editor\" data-id=\"6e5ad56\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><b>Dr. Mohammed-Amine Koulali<\/b>\u00a0is a Full Professor at the National School of Applied Sciences of Oujda and an Affiliate Professor at the UM6P College of Computing. His research focuses on the application of\u00a0<b>Game Theory and Reinforcement Learning<\/b>\u00a0to the\u00a0<b>Internet of Vehicles<\/b>. Dr. Koulali received his Ph.D. from University Mohammed V-Souissi (2012) and his M.Sc. from the University of Franche-Comt\u00e9 (2009). He actively serves as a reviewer and committee member for various international AI and networking conferences.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2834037 elementor-widget elementor-widget-text-editor\" data-id=\"2834037\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"Title:&nbsp;Deep Learning Optimization from First principles&#8230; Abstract: Deep learning optimization is often treated as alchemy, yet its success relies on fundamental mathematical structures hidden within high-dimensional landscapes. This keynote deconstructs the training process from first principles, examining the &#8220;Big Brothers&#8221; that governs optimization:\u00a0Convexity\u00a0(geometry), and\u00a0Smoothness\u00a0(dynamics). We demonstrate how physical intuitions link geometry to performance, present the [&hellip;]","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-template\/right-sidebar-page.php","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-1478","page","type-page","status-publish","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/pages\/1478","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/comments?post=1478"}],"version-history":[{"count":11,"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/pages\/1478\/revisions"}],"predecessor-version":[{"id":1544,"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/pages\/1478\/revisions\/1544"}],"wp:attachment":[{"href":"https:\/\/aist4ge.com\/index.php\/wp-json\/wp\/v2\/media?parent=1478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}