{"id":16704,"date":"2025-03-16T20:45:56","date_gmt":"2025-03-16T20:45:56","guid":{"rendered":"https:\/\/dsrc.haifa.ac.il\/?page_id=16704"},"modified":"2025-05-08T11:47:30","modified_gmt":"2025-05-08T11:47:30","slug":"workshops","status":"publish","type":"page","link":"https:\/\/dsrc.haifa.ac.il\/?page_id=16704","title":{"rendered":"Workshops"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"16704\" class=\"elementor elementor-16704\" data-elementor-post-type=\"page\">\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-f6d69ab elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f6d69ab\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b75ea25\" data-id=\"b75ea25\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-466ef55 elementor-widget elementor-widget-heading\" data-id=\"466ef55\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">HiAI University of Haifa AI Conference<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f42209b elementor-widget elementor-widget-heading\" data-id=\"f42209b\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">MAY 25-27, 2025<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df97daf elementor-widget elementor-widget-heading\" data-id=\"df97daf\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">Workshops<\/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\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-359f557 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"359f557\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\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-e8cc0be\" data-id=\"e8cc0be\" 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-1ea0361 elementor-nav-menu__align-center elementor-nav-menu--dropdown-tablet elementor-nav-menu__text-align-aside elementor-nav-menu--toggle elementor-nav-menu--burger elementor-widget elementor-widget-nav-menu\" data-id=\"1ea0361\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;toggle_icon_hover_animation&quot;:&quot;grow&quot;,&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;i class=\\&quot;fas fa-caret-down\\&quot; aria-hidden=\\&quot;true\\&quot;&gt;&lt;\\\/i&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;toggle&quot;:&quot;burger&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-1ea0361\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16136\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=14796\" class=\"elementor-item\">Home<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-17919\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17898\" class=\"elementor-item\">Winners<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15952\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15928\" class=\"elementor-item\">Registration<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16590\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16294\" class=\"elementor-item\">Keynote Speakers<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15203\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15202\" class=\"elementor-item\">Organizing Committee<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15206\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15205\" class=\"elementor-item\">Program<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16731\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16704\" class=\"elementor-item\">Workshops<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16650\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16625\" class=\"elementor-item\">Submission<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15200\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15199\" class=\"elementor-item\">Venue<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16156\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16137\" class=\"elementor-item\">Contact<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" tabindex=\"0\" aria-label=\"Menu Toggle\" aria-expanded=\"false\">\n\t\t\t<i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--open elementor-animation-grow eicon-menu-bar\"><\/i><i aria-hidden=\"true\" role=\"presentation\" class=\"elementor-menu-toggle__icon--close elementor-animation-grow eicon-close\"><\/i>\t\t<\/div>\n\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-1ea0361\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16136\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=14796\" class=\"elementor-item\" tabindex=\"-1\">Home<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-17919\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=17898\" class=\"elementor-item\" tabindex=\"-1\">Winners<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15952\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15928\" class=\"elementor-item\" tabindex=\"-1\">Registration<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16590\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16294\" class=\"elementor-item\" tabindex=\"-1\">Keynote Speakers<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15203\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15202\" class=\"elementor-item\" tabindex=\"-1\">Organizing Committee<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15206\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15205\" class=\"elementor-item\" tabindex=\"-1\">Program<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16731\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16704\" class=\"elementor-item\" tabindex=\"-1\">Workshops<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16650\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16625\" class=\"elementor-item\" tabindex=\"-1\">Submission<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15200\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15199\" class=\"elementor-item\" tabindex=\"-1\">Venue<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16156\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16137\" class=\"elementor-item\" tabindex=\"-1\">Contact<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\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-89d8122 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"89d8122\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6aa23df\" data-id=\"6aa23df\" 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-eaa0774 elementor-widget elementor-widget-spacer\" data-id=\"eaa0774\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3a71e3 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b3a71e3\" 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<h2 class=\"elementor-heading-title elementor-size-default\">27.5.2025 Tuesday<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aae97ac elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"aae97ac\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Carmel campus, Rabin building, Floor 5, Room number 5002<\/h2>\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-b7c63e0 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b7c63e0\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-54fd5e5\" data-id=\"54fd5e5\" 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-fce151e elementor-widget elementor-widget-spacer\" data-id=\"fce151e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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-c0d3430 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c0d3430\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b6e93d0\" data-id=\"b6e93d0\" 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-33edbb9 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"33edbb9\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Gaussian Process Regression: Learning with Uncertainty<br>Mr. Nadav Cohen<br>09:00 - 11:00<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a924fd3 elementor-widget elementor-widget-text-editor\" data-id=\"a924fd3\" 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><img fetchpriority=\"high\" decoding=\"async\" class=\"size-medium wp-image-16927 alignleft\" src=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-300x200.png\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-300x200.png 300w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-1024x683.png 1024w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-768x512.png 768w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-391x260.png 391w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-1536x1024.png 1536w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-2048x1365.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>Gaussian Process Regression (GPR) is a powerful probabilistic approach for modeling uncertainty in machine learning. It provides a flexible framework for making predictions while quantifying confidence, making it particularly useful in applications where uncertainty estimation is crucial.<\/p><p>In this workshop, we will cover the fundamental theory of GPR, exploring why it is such a valuable tool. We will provide motivation for key statistical concepts, including the role of priors, likelihoods, and posteriors, utilizing Bayes\u2019 theorem to build intuition. In addition to the theoretical foundation, we will implement GPR in code and explore its applications in robotics. By the end of the session, participants will gain both conceptual understanding and practical experience with this versatile method.<\/p>\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-b32aad8 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"b32aad8\" 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<h2 class=\"elementor-heading-title elementor-size-default\">11:00 - 11:30 - Coffee break <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb487f8 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"eb487f8\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Physics-Informed Neural Networks (PINNs) - Part 1<br>Dr. Imri Aharoni<br>11:30 - 13:00<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3660984 elementor-widget elementor-widget-text-editor\" data-id=\"3660984\" 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><img decoding=\"async\" class=\"size-medium wp-image-12359 alignleft\" src=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-272x300.jpg\" alt=\"\" width=\"272\" height=\"300\" srcset=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-272x300.jpg 272w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-928x1024.jpg 928w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-768x848.jpg 768w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony.jpg 1332w\" sizes=\"(max-width: 272px) 100vw, 272px\" \/>The workshop offers an introduction to Physics-Informed Neural Networks (PINNs), a cutting-edge machine learning approach that integrates fundamental physical principles directly into the model training process. By combining data-driven learning with physics-based constraints, PINNs offer generalization, data efficiency, and the ability to solve complex problems even where data is scarce or incomplete. PINNs are showing promising applications across diverse fields such as fluid dynamics, structural mechanics, robotics, climate science, and biological systems.<\/p><p>Participants will learn how to incorporate physical laws, such as partial differential equations, into neural network models and gain practical skills in building and training PINNs using PyTorch and DeepXDE.<\/p><p>The workshop is structured in two sessions-the first focuses on core concepts and methodologies, while the second offers a hands-on coding demonstration.<\/p>\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-6b0c0a9 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"6b0c0a9\" 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<h2 class=\"elementor-heading-title elementor-size-default\">13:00 - 14:00 - Lunch break <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61eaeef elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"61eaeef\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Physics-Informed Neural Networks (PINNs) - Part 2<br>Dr. Imri Aharoni<br>14:00 - 15:30<\/h2>\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-5815b0a elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5815b0a\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b12beb\" data-id=\"3b12beb\" 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-ad7f66c elementor-widget elementor-widget-spacer\" data-id=\"ad7f66c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div 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href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16625\" class=\"elementor-item\" tabindex=\"-1\">Submission<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-15200\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=15199\" class=\"elementor-item\" tabindex=\"-1\">Venue<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-16156\"><a href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16137\" class=\"elementor-item\" tabindex=\"-1\">Contact<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\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-2351cdb elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2351cdb\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:14962,&quot;url&quot;:&quot;https:\\\/\\\/dsrc.haifa.ac.il\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/iStock-923546806-scaled.jpg&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\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-835a26c\" data-id=\"835a26c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\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-ac6b365 elementor-widget elementor-widget-heading\" data-id=\"ac6b365\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">HiAI University of Haifa AI Conference<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6935b76 elementor-widget elementor-widget-heading\" data-id=\"6935b76\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">MAY 25-27, 2025<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69979c1 elementor-widget elementor-widget-heading\" data-id=\"69979c1\" data-element_type=\"widget\" data-e-type=\"widget\" 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\">Workshops<\/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\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-81dbec6 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"81dbec6\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2b80ea9\" data-id=\"2b80ea9\" 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-81d3d2b elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"81d3d2b\" 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<h2 class=\"elementor-heading-title elementor-size-default\">27.5.2025 Tuesday<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ee6f3d elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"0ee6f3d\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Carmel campus, Rabin building<br>Floor 5, Room number 5002<\/h2>\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-46293eb elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46293eb\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f5082ed\" data-id=\"f5082ed\" 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-46a9903 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"46a9903\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Gaussian Process Regression: Learning with Uncertainty<br>Mr. Nadav Cohen<br>09:00 - 11:00<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-648c7c3 elementor-widget elementor-widget-text-editor\" data-id=\"648c7c3\" 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>Gaussian Process Regression (GPR) is a powerful probabilistic approach for modeling uncertainty in machine learning. It provides a flexible framework for making predictions while quantifying confidence, making it particularly useful in applications where uncertainty estimation is crucial.<\/p><p>In this workshop, we will cover the fundamental theory of GPR, exploring why it is such a valuable tool. We will provide motivation for key statistical concepts, including the role of priors, likelihoods, and posteriors, utilizing Bayes\u2019 theorem to build intuition. In addition to the theoretical foundation, we will implement GPR in code and explore its applications in robotics. By the end of the session, participants will gain both conceptual understanding and practical experience with this versatile method.<\/p><p><img decoding=\"async\" class=\"size-medium wp-image-16927 aligncenter\" src=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-300x200.png\" alt=\"\" width=\"300\" height=\"200\" srcset=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-300x200.png 300w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-1024x683.png 1024w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-768x512.png 768w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-391x260.png 391w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-1536x1024.png 1536w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2025\/03\/Untitled-design-48-2048x1365.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p><p style=\"text-align: center;\"><strong>Mr. Nadav Choen<\/strong><\/p>\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-40a3e63 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"40a3e63\" 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<h2 class=\"elementor-heading-title elementor-size-default\">11:00 - 11:30<br>Coffee break<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5daf26e elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"5daf26e\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Physics-Informed Neural Networks (PINNs) - Part 1<br>Dr. Imri Aharoni<br>11:30 - 13:00<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20beea1 elementor-widget elementor-widget-text-editor\" data-id=\"20beea1\" 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>The workshop offers an introduction to Physics-Informed Neural Networks (PINNs), a cutting-edge machine learning approach that integrates fundamental physical principles directly into the model training process. By combining data-driven learning with physics-based constraints, PINNs offer generalization, data efficiency, and the ability to solve complex problems even where data is scarce or incomplete. PINNs are showing promising applications across diverse fields such as fluid dynamics, structural mechanics, robotics, climate science, and biological systems.<\/p><p>Participants will learn how to incorporate physical laws, such as partial differential equations, into neural network models and gain practical skills in building and training PINNs using PyTorch and DeepXDE.<\/p><p>The workshop is structured in two sessions-the first focuses on core concepts and methodologies, while the second offers a hands-on coding demonstration.<\/p><p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-12359 aligncenter\" src=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-272x300.jpg\" alt=\"\" width=\"272\" height=\"300\" srcset=\"https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-272x300.jpg 272w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-928x1024.jpg 928w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony-768x848.jpg 768w, https:\/\/dsrc.haifa.ac.il\/wp-content\/uploads\/2024\/01\/Imri-Aharony.jpg 1332w\" sizes=\"(max-width: 272px) 100vw, 272px\" \/><\/p><p style=\"text-align: center;\"><strong>Dr. Imri Aharoni<\/strong><\/p>\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-57c3146 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"57c3146\" 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<h2 class=\"elementor-heading-title elementor-size-default\">13:00 - 14:00<br>Lunch break<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab6f851 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"ab6f851\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Physics-Informed Neural Networks (PINNs) - Part 2<br>Dr. Imri Aharoni<br>14:00 - 15:30<\/h2>\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-9e5cfdc elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9e5cfdc\" 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-default\">\n\t\t\t\t\t<div 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elementor-section-height-default elementor-section-height-default\" data-id=\"c547324\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-962a8ff\" data-id=\"962a8ff\" 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-ea9abe1 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ea9abe1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/conf.haifa.ac.il\/form\/hi-ai\/users\/new%20\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Registration <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-32381a5 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"32381a5\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-94fab23\" data-id=\"94fab23\" 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-33823d0 elementor-widget elementor-widget-spacer\" data-id=\"33823d0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>HiAI University of Haifa AI Conference MAY 25-27, 2025 Workshops 27.5.2025 Tuesday Carmel campus, Rabin building, Floor 5, Room number 5002 Gaussian Process Regression: Learning with UncertaintyMr. Nadav Cohen09:00 &#8211; 11:00 Gaussian Process Regression (GPR) is a powerful probabilistic approach for modeling uncertainty in machine learning. It provides a flexible framework for making predictions while [&hellip;]<\/p>\n","protected":false},"author":93,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_canvas","meta":{"_acf_changed":false,"_eb_attr":"","footnotes":""},"class_list":["post-16704","page","type-page","status-publish","hentry","entry"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"HiAI University of Haifa AI Conference MAY 25-27, 2025 Workshops Home Winners Registration Keynote Speakers Organizing Committee Program Workshops Submission Venue Contact Home Winners Registration Keynote Speakers Organizing Committee Program Workshops Submission Venue Contact 27.5.2025 Tuesday Carmel campus, Rabin building, Floor 5, Room number 5002 Gaussian Process Regression: Learning with UncertaintyMr. Nadav Cohen09:00 - 11:00\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/dsrc.haifa.ac.il\/?page_id=16704\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.1.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Data Science Research Center - 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