{"id":34122,"date":"2024-03-21T10:54:02","date_gmt":"2024-03-21T10:54:02","guid":{"rendered":"https:\/\/direc.dk\/phd-defence-emil-njor-data-aware-embedded-machine-learning\/"},"modified":"2025-05-16T13:01:40","modified_gmt":"2025-05-16T13:01:40","slug":"phd-defence-emil-njor-data-aware-embedded-machine-learning","status":"publish","type":"post","link":"https:\/\/direc.dk\/da\/phd-defence-emil-njor-data-aware-embedded-machine-learning\/","title":{"rendered":"PhD defence Emil Njor: Data aware embedded machine learning"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"34122\" class=\"elementor elementor-34122 elementor-34108\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-2917fb41 elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-section-boxed elementor-section-height-default\" data-id=\"2917fb41\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3a2aa33a\" data-id=\"3a2aa33a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-415c3f05 elementor-widget elementor-widget-text-editor\" data-id=\"415c3f05\" data-element_type=\"widget\" data-e-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<p>PhD Defence by Emil Njor<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7eca67 animated-fast elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"7eca67\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Data Aware embedded machine learning<\/h1>\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1ebea011\" data-id=\"1ebea011\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-60ee0bee elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"60ee0bee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-location-arrow\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DTU Compute<br>DTU building 303A, auditorium 41<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-calendar-alt\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">21 March 2025, 13.00-16.00<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-comment-alt\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Language: English<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-friends\"><\/i>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Host: <br>DTU Compute<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4d15ea9d elementor-section-height-min-height elementor-section-items-stretch elementor-section-content-middle elementor-reverse-mobile elementor-reverse-tablet elementor-section-boxed elementor-section-height-default\" data-id=\"4d15ea9d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-131a41ec\" data-id=\"131a41ec\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f66e539 elementor-widget elementor-widget-text-editor\" data-id=\"f66e539\" data-element_type=\"widget\" data-e-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<p><strong>Principal supervisor:<\/strong>\u00a0\u2028Professor Xenofon Fafoutis, DTU Compute<\/p>\n<p><strong>Co-supervisor:<\/strong>\u00a0\u2028Professor Jan Madsen , DTU Compute<\/p>\n<p><strong>Examiners:<\/strong>\u2028 Associate Professor Luca Pezzarossa, DTU Compute<br \/>Professor Manuel Roveri, Politecnico di Milano, Associate Professor Pinar T\u00f6z\u00fcn , IT University of Copenhagen<\/p>\n<p><strong>Chairperson at defence:\u2028<\/strong> Associate professor Matthias Bo Stuart, DTU Compute<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b588f9 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"18b588f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" 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<h5>Abstract<\/h5><br><p>Over the past decade, Machine Learning (ML) systems have revolutionized the world by turning vast datasets into intelligent systems. Doing so, they have enabled ground-breaking applications, such as human-like chatbots and autonomous vehicles, making a profound impact on everyday lives. Perhaps even more important, ML models have revolutionized fields like drug discovery, medical diagnostics, and crop pest detection \u2014 advancements with the potential to save thousands, if not millions, of lives.<\/p><br><p>However, as ML systems grow in capability and prevalence, their darker sides have come under increased scrutiny. Large language models, for instance, consume orders of magnitude more energy than traditional internet searches, contributing to global environmental challenges. Furthermore, the hardware powering these systems is often prohibitively expensive for smaller organizations and developing economies, exacerbating global in equalities. Moreover, their reliance on centralized processing raises significant concerns around data privacy, security, and fairness.<\/p><br><p>These challenges are not intrinsic to ML but reflect a paradigm that prioritizes performance over sustainability and accessibility. Embedded ML offers a compelling alternative, focusing on designing lean ML systems that run efficiently on low-power devices. By leveraging advanced optimization techniques \u2014 such as utilizing efficient hardware architectures, model quantizing or pruning, and automated model design using AutoML \u2014 Embedded ML aims to deliver a new generation of ML systems that are private, energy-efficient and reliable.<\/p><br><p>Despite its promise, Embedded ML adoption in industry remains slow, largely due to the deep technical expertise required to implement its optimizations effectively. This thesis addresses these barriers by presenting new insights into the development of Embedded ML systems for Predictive Maintenance (PdM) applications, a new large and high-quality dataset for advancing Embedded ML research, and Data Aware Neural Architecture Search (NAS) \u2014 a novel AutoML technique enabling unprecedented tiny ML models. Through these contributions, this thesis advances Embedded ML toward its transformative vision: a future of sustainable, accessible, and ubiquitous machine learning.<\/p><br><p><\/p><br><p><a href=\"https:\/\/www.compute.dtu.dk\/about-us\/calendar\/defence-by-phd-student-emil-njor?id=0af65b06-581b-4fb5-8790-91dbb2e4c504\">See event here<\/a><\/p>\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<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p><b>21  March 2025<\/b><br \/>\nDTU Compute<\/p>\n","protected":false},"author":3,"featured_media":34111,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[37],"tags":[],"class_list":["post-34122","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-previous-events-da"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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