{"id":6175,"date":"2022-06-30T07:51:16","date_gmt":"2022-06-30T07:51:16","guid":{"rendered":"https:\/\/cc.eurohpc.pl\/?page_id=6175"},"modified":"2025-08-22T07:42:47","modified_gmt":"2025-08-22T07:42:47","slug":"icm-projekt-1","status":"publish","type":"page","link":"https:\/\/cc.eurohpc.pl\/index.php\/icm-projekt-1\/","title":{"rendered":"ICM projekt 1"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"6175\" class=\"elementor elementor-6175\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-61fd49b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"61fd49b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:6179,&quot;url&quot;:&quot;https:\\\/\\\/cc.eurohpc.pl\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/Group-26683.png&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-249afb0\" data-id=\"249afb0\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8bdb392 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8bdb392\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-063864e\" data-id=\"063864e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3c22da8\" data-id=\"3c22da8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-0103632 elementor-hidden-desktop elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0103632\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-0805754\" data-id=\"0805754\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&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-bbbd524 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"bbbd524\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>DR NORBERT KAPI\u0143SKI<\/strong><br \/>INTERDYSCYPLINARNE CENTRUM MODELOWANIA MATEMATYCZNEGO I KOMPUTEROWEGO<br \/>UNIWERSYTET WARSZAWSKI<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-7d8542e\" data-id=\"7d8542e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-227c162 elementor-hidden-tablet elementor-hidden-mobile elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"227c162\" data-element_type=\"section\" data-e-type=\"section\" 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\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-77bf2c8 elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"77bf2c8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&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-21aad33 elementor-widget__width-initial elementor-widget-tablet__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"21aad33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\"><strong>DR NORBERT KARPI\u0143SKI<\/strong><br \/>INTERDYSCYPLINARNE CENTRUM MODELOWANIA MATEMATYCZNEGO I KOMPUTEROWEGO<br \/>UNIWERSYTET WARSZAWSKI<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-0f3c8eb\" data-id=\"0f3c8eb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-76dc60c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76dc60c\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-23a5349\" data-id=\"23a5349\" 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-b0843bc elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b0843bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Predykcja \u015bmiertelno\u015bci i detekcja patologii w obrazowych badaniach przesiewowych klatki piersiowej z wykorzystaniem technik g\u0142\u0119bokiego uczenia maszynowego<br \/><\/strong><\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-a7fa65e\" data-id=\"a7fa65e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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\t<\/div>\n\t\t<\/div>\n\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-9602db0 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"9602db0\" data-element_type=\"section\" data-e-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-b5d0dba\" data-id=\"b5d0dba\" 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-5a071af elementor-nav-menu__align-center elementor-nav-menu__text-align-center elementor-nav-menu--dropdown-tablet elementor-widget elementor-widget-nav-menu\" data-id=\"5a071af\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;layout&quot;:&quot;horizontal&quot;,&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;e-font-icon-svg e-fas-caret-down\\&quot; viewBox=\\&quot;0 0 320 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M31.3 192h257.3c17.8 0 26.7 21.5 14.1 34.1L174.1 354.8c-7.8 7.8-20.5 7.8-28.3 0L17.2 226.1C4.6 213.5 13.5 192 31.3 192z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;}}\" data-widget_type=\"nav-menu.default\">\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-none\">\n\t\t\t\t<ul id=\"menu-1-5a071af\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5626\"><a href=\"#cel\" class=\"elementor-item elementor-item-anchor\">Cel projektu<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5627\"><a href=\"#zadania\" class=\"elementor-item elementor-item-anchor\">Zadania dla superkomputera<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5628\"><a href=\"#korzysci\" class=\"elementor-item elementor-item-anchor\">Korzy\u015bci ze wsp\u00f3\u0142pracy<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5629\"><a href=\"#efekty\" class=\"elementor-item elementor-item-anchor\">Efekty<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5630\"><a href=\"#rekomendacja\" class=\"elementor-item elementor-item-anchor\">Rekomendacja<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\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-2-5a071af\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5626\"><a href=\"#cel\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Cel projektu<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5627\"><a href=\"#zadania\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Zadania dla superkomputera<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5628\"><a href=\"#korzysci\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Korzy\u015bci ze wsp\u00f3\u0142pracy<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5629\"><a href=\"#efekty\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Efekty<\/a><\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-5630\"><a href=\"#rekomendacja\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">Rekomendacja<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-f77f66e elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"f77f66e\" data-element_type=\"section\" data-e-type=\"section\" id=\"cel\">\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-33 elementor-top-column elementor-element elementor-element-c93fbc7\" data-id=\"c93fbc7\" 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-e80c941 elementor-widget-tablet__width-initial elementor-absolute elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"e80c941\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"269\" height=\"487\" src=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-17.png\" class=\"attachment-large size-large wp-image-6182\" alt=\"\" srcset=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-17.png 269w, https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-17-166x300.png 166w\" sizes=\"(max-width: 269px) 100vw, 269px\" \/>\t\t\t\t\t\t\t\t\t\t\t\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-33 elementor-top-column elementor-element elementor-element-e1c5d4e\" data-id=\"e1c5d4e\" 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-af5f629 elementor-widget elementor-widget-heading\" data-id=\"af5f629\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CEL PROJEKTU<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fea79c elementor-widget elementor-widget-heading\" data-id=\"3fea79c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Problem<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c899d95 elementor-widget elementor-widget-text-editor\" data-id=\"c899d95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Projekt dotyczy wykorzystania technik sztucznej inteligencji, w tym metod g\u0142\u0119bokiego uczenia maszynowego, do analizy obraz\u00f3w medycznych RTG i niskodawkowej tomografii komputerowej, pochodz\u0105cych z bada\u0144 przesiewowych pod k\u0105tem wczesnego wykrywania zmian patologicznych i predykcji ryzyka zgonu.\u00a0 \u00a0 <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62bf25c elementor-widget elementor-widget-heading\" data-id=\"62bf25c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cel projektu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6d043e elementor-widget elementor-widget-text-editor\" data-id=\"c6d043e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Celem projektu jest wykazanie, \u017ce z pomoc\u0105 technik wyja\u015bnialnej sztucznej inteligencji (Trustworthy AI) zastosowanej do analizy obraz\u00f3w medycznych w badaniach przesiewowych mo\u017cliwe jest wczesne wykrywanie zmian patologicznych oraz ocena ryzyka zgonu. G\u0142\u00f3wne zadania projektu obejmuj\u0105 opracowanie i walidacj\u0119 modeli sztucznej inteligencji realizuj\u0105cych powy\u017csze zadania oraz opracowanie metod wyja\u015bnialno\u015bci rezultat\u00f3w modelu, w szczeg\u00f3lno\u015bci w zakresie wp\u0142ywu nisko- i wysokopoziomowej informacji obrazowej.<\/p>\t\t\t\t\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-33 elementor-top-column elementor-element elementor-element-10515e4\" data-id=\"10515e4\" 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-5aec057 elementor-widget-tablet__width-initial elementor-absolute elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"5aec057\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"364\" height=\"398\" src=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-18.png\" class=\"attachment-large size-large wp-image-6183\" alt=\"\" srcset=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-18.png 364w, https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Mask-Group-18-274x300.png 274w\" sizes=\"(max-width: 364px) 100vw, 364px\" \/>\t\t\t\t\t\t\t\t\t\t\t\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-5a9e3b8 elementor-section-full_width elementor-section-height-min-height elementor-section-height-default elementor-section-items-middle\" data-id=\"5a9e3b8\" data-element_type=\"section\" data-e-type=\"section\" id=\"zadania\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:6180,&quot;url&quot;:&quot;https:\\\/\\\/cc.eurohpc.pl\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/Group-26684.png&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-8f3ab82\" data-id=\"8f3ab82\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-77b2154 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77b2154\" data-element_type=\"section\" data-e-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-inner-column elementor-element elementor-element-e7e0821\" data-id=\"e7e0821\" 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-9446273 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"9446273\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>ZADANIA DLA <span style=\"color: #ffffff;\"><a style=\"color: #ffffff;\" href=\"https:\/\/kdm.icm.edu.pl\/Zasoby\/komputery_w_icm.pl\/\" target=\"_blank\" rel=\"noopener\">SUPERKOMPUTERA<\/a><\/span><\/p>\t\t\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-38f1189 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38f1189\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-0cfc31a\" data-id=\"0cfc31a\" 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-540978c elementor-widget elementor-widget-text-editor\" data-id=\"540978c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>01.<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-f2dd875\" data-id=\"f2dd875\" 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-31b3852 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"31b3852\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-911328a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"911328a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Podstawow\u0105 technologi\u0105 obliczeniow\u0105 dla metod g\u0142\u0119bokiego uczenia maszynowego, w szczeg\u00f3lno\u015bci w zakresie konwolucyjnych sieci neuronowych (CNN), s\u0105 tzw. obliczenia tensorowe. Jedn\u0105 z najbardziej wydajnych architektur realizuj\u0105cych takie obliczenia s\u0105 procesory graficzne (GPU). Ze wzgl\u0119du na liczebno\u015b\u0107 i rozmiary danych, rozmiary modeli oraz konieczno\u015b\u0107 iteracyjnej pracy w zakresie wielu epok oblicze\u0144, rozwi\u0105zania klasy superkomputerowej najlepiej nadaj\u0105 si\u0119 do realizacji tego typu projekt\u00f3w, zapewniaj\u0105c moc obliczeniow\u0105 procesor\u00f3w GPU, du\u017ce zasoby pami\u0119ci operacyjnej hosta oraz GPU, a tak\u017ce szybki dost\u0119p do sk\u0142adowanych zasob\u00f3w danych i metadanych.<\/p>\t\t\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-509105e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"509105e\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-d99efa3\" data-id=\"d99efa3\" 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-7909b3e elementor-widget elementor-widget-text-editor\" data-id=\"7909b3e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>02.<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-733731a\" data-id=\"733731a\" 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-7bc5d0e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7bc5d0e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3333e87 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3333e87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Zagadnienia badane przy u\u017cyciu technik sztucznej inteligencji wymagaj\u0105 du\u017cych ilo\u015bci zbior\u00f3w danych i metadanych (np. etykiety) do treningu i walidacji \u2013 cz\u0119sto rz\u0119du dziesi\u0105tek, a nawet setek tysi\u0119cy obraz\u00f3w i rekord\u00f3w powi\u0105zanych. W przypadku medycznych danych obrazowych pochodz\u0105cych z obrazowania 3D (np. tomografii komputerowej) pojedyncz\u0105 pr\u00f3bk\u0105 danych jest zazwyczaj ca\u0142e badanie obrazowe (tzw. seria) o rozmiarze rz\u0119du 100 MB (np. 200 obraz\u00f3w 2D 512x512x2B). Zbi\u00f3r treningowy obejmuj\u0105cy kilkadziesi\u0105t tysi\u0119cy bada\u0144 to zasoby danych na poziomie kilku\u2013kilkunastu TB, a proces trenowania modelu wymaga wielokrotnego wykorzystania pe\u0142nego zbioru. Ponadto metadane, a w szczeg\u00f3lno\u015bci etykiety, s\u0105 cz\u0119sto przypisywane na poziomie pojedynczych przekroj\u00f3w lub pojedynczych pikseli badania obrazowego, co wymaga odpowiednich zasob\u00f3w bazodanowych do wydajnego sk\u0142adowania i przeszukiwania zasob\u00f3w metadanych o liczebno\u015bci o kilka rz\u0119d\u00f3w wielko\u015bci wi\u0119kszej ni\u017c liczebno\u015b\u0107 samych bada\u0144.<\/p>\t\t\t\t\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\t<\/div>\n\t\t<\/div>\n\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-016e038 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"016e038\" data-element_type=\"section\" data-e-type=\"section\" id=\"korzysci\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:6181,&quot;url&quot;:&quot;https:\\\/\\\/cc.eurohpc.pl\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/AdobeStock_326101400.png&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-a351c29\" data-id=\"a351c29\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8838cc5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8838cc5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-50 elementor-inner-column elementor-element elementor-element-65fb389\" data-id=\"65fb389\" 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-967096f elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"967096f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>KORZY\u015aCI ZE WSP\u00d3\u0141PRACY Z <a href=\"https:\/\/icm.edu.pl\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ffffff;\">ICM UW<\/span><\/a><\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-9ca010d\" data-id=\"9ca010d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-b6534b7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b6534b7\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-2d3a940\" data-id=\"2d3a940\" 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-1a995f9 elementor-widget elementor-widget-text-editor\" data-id=\"1a995f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Podj\u0119te w projekcie zadanie analizy bada\u0144 przesiewowych klatki piersiowej oparte zosta\u0142o o zasoby danych obejmuj\u0105ce 90 000 serii obrazowych tomografii komputerowej. Ze wzgl\u0119du na rozmiar danych oraz z\u0142o\u017cono\u015b\u0107 trenowanego modelu zagadnienie wymaga\u0142o rozwi\u0105zania nast\u0119puj\u0105cych problem\u00f3w: wydajnego zarz\u0105dzania metadanymi na poziomie pojedynczych obraz\u00f3w (18 mln) dla planowania eksperyment\u00f3w, wydajnego dost\u0119pu do zbior\u00f3w danych, wydajnych oblicze\u0144 oraz du\u017cej pami\u0119ci GPU mieszcz\u0105cej model i odpowiedni\u0105 liczb\u0119 pr\u00f3bek danych (tzw. batch).<\/p><p>Przy u\u017cyciu zasob\u00f3w Centrum zrealizowano wszystkie opisane powy\u017cej komponenty procesu trenowania modeli. Z wykorzystaniem szybkich zasob\u00f3w danych (SSD\/NVME) oraz baz danych w pami\u0119ci (IMDB) przygotowano dedykowane rozwi\u0105zanie integruj\u0105ce baz\u0119 danych z systemem sk\u0142adowania obraz\u00f3w medycznych (PACS) do zarz\u0105dzania metadanymi i adresacj\u0119 danych obrazowych.<\/p><p>Do oblicze\u0144 wykorzystano klaster <a href=\"https:\/\/kdm.icm.edu.pl\/Zasoby\/komputery_w_icm.pl\/\"><span style=\"color: #ffffff;\">Rysy<\/span><\/a> oparty o karty GPU NVIDIA V100 32GB, zapewniaj\u0105c wysok\u0105 wydajno\u015b\u0107 oblicze\u0144 i du\u017cy zas\u00f3b pami\u0119ci modelu. Obliczenia by\u0142y realizowane w j\u0119zyku Python w \u015brodowisku TensorFlow.<\/p><p>Ze wzgl\u0119du na du\u017c\u0105 intensywno\u015b\u0107 dost\u0119pu do danych (wysoki wsp\u00f3\u0142czynnik odczytu danych w stosunku do czasu oblicze\u0144) oraz du\u017cy rozmiar zbioru treningowego i walidacyjnego konieczne by\u0142o zapewnienie dost\u0119pu do danych z poziomu systemu obliczeniowego GPU w modelu hierarchicznym.<\/p><p>Dane sk\u0142adowane by\u0142y ca\u0142o\u015bciowo w systemie plik\u00f3w Lustre (Tetyda) oraz asynchronicznie alokowane na szybkich zasobach lokalnych (SSD\/NVME) klastra obliczeniowego.<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-41a23f0\" data-id=\"41a23f0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-8fdb0a4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8fdb0a4\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-027e4d9\" data-id=\"027e4d9\" 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-a4d9a02 elementor-widget elementor-widget-text-editor\" data-id=\"a4d9a02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Dzi\u0119ki zastosowaniu infrastruktury HPC:<\/p><ul><li>umo\u017cliwiono proces treningu modeli o wi\u0119kszej z\u0142o\u017cono\u015bci przy wy\u017cszych warto\u015bciach batch-size;<br \/><br \/><\/li><li>zredukowano czas odpowiedzi bazy metadanych o kilka rz\u0119d\u00f3w wielko\u015bci;<br \/><br \/><\/li><li>zredukowano czas dost\u0119pu do danych o kilka rz\u0119d\u00f3w wielko\u015bci.<\/li><\/ul>\t\t\t\t\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-inner-column elementor-element elementor-element-7923b09\" data-id=\"7923b09\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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 class=\"elementor-section elementor-inner-section elementor-element elementor-element-c94d071 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c94d071\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-c056b86\" data-id=\"c056b86\" 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-e756b3c elementor-widget elementor-widget-text-editor\" data-id=\"e756b3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Realizacja oblicze\u0144 za\u0142o\u017conych w projekcie w modelu wielokrotnych eksperyment\u00f3w sta\u0142a si\u0119 realistyczna czasowo jedynie dzi\u0119ki powy\u017cszym usprawnieniom infrastrukturalnym.<\/p>\t\t\t\t\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-inner-column elementor-element elementor-element-61e5e82\" data-id=\"61e5e82\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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\t<\/div>\n\t\t<\/div>\n\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-556ce2b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"556ce2b\" data-element_type=\"section\" data-e-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-33 elementor-top-column elementor-element elementor-element-d221c04\" data-id=\"d221c04\" 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-a21999c elementor-widget elementor-widget-image\" data-id=\"a21999c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"20\" height=\"23\" src=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Polygon-3.png\" class=\"attachment-large size-large wp-image-6058\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\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-33 elementor-top-column elementor-element elementor-element-2c59907\" data-id=\"2c59907\" 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-69a96dd elementor-widget elementor-widget-text-editor\" data-id=\"69a96dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>90 000 <\/p>\t\t\t\t\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-33 elementor-top-column elementor-element elementor-element-d5ffcff\" data-id=\"d5ffcff\" 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-520d790 elementor-widget elementor-widget-text-editor\" data-id=\"520d790\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\">SERII OBRAZOWYCH<strong><br \/><\/strong><\/p>\t\t\t\t\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-8e17e7c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8e17e7c\" data-element_type=\"section\" data-e-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-25 elementor-top-column elementor-element elementor-element-12af8aa\" data-id=\"12af8aa\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-6a8aa37\" data-id=\"6a8aa37\" 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-1eab4a1 elementor-widget elementor-widget-image\" data-id=\"1eab4a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"20\" height=\"23\" src=\"https:\/\/cc.eurohpc.pl\/wp-content\/uploads\/2022\/06\/Polygon-3.png\" class=\"attachment-large size-large wp-image-6058\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\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-25 elementor-top-column elementor-element elementor-element-f54c760\" data-id=\"f54c760\" 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-ed6b2b9 elementor-widget elementor-widget-text-editor\" data-id=\"ed6b2b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>18 mln<\/p>\t\t\t\t\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-25 elementor-top-column elementor-element elementor-element-fcb2c72\" data-id=\"fcb2c72\" 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-5fbd8c8 elementor-widget elementor-widget-text-editor\" data-id=\"5fbd8c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\">POJEDYNCZYCH OBRAZ\u00d3W<strong><br \/><\/strong><\/p>\t\t\t\t\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-fd20fa4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fd20fa4\" data-element_type=\"section\" data-e-type=\"section\" id=\"efekty\">\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-ff3fc20\" data-id=\"ff3fc20\" 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-9635566 elementor-widget elementor-widget-heading\" data-id=\"9635566\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EFEKTY<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-12bdbc0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"12bdbc0\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-4b14bc6\" data-id=\"4b14bc6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-cc52058\" data-id=\"cc52058\" 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-43b63e1 elementor-widget elementor-widget-text-editor\" data-id=\"43b63e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Mo\u017cliwe jest wykorzystanie wynik\u00f3w projektu w praktyce i przysz\u0142e wdro\u017cenie do<br \/>zastosowa\u0144 klinicznych pod warunkiem rozszerzenia walidacji, wykazania<br \/>wiarygodno\u015bci rezultat\u00f3w i osadzenia w mierzalnych korzy\u015bciach klinicznych w zakresie<br \/>bada\u0144 przesiewowych klatki piersiowej, ze szczeg\u00f3lnym uwzgl\u0119dnieniem bada\u0144<br \/>przesiewowych raka p\u0142uc.<\/p>\t\t\t\t\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\t<\/div>\n\t\t<\/div>\n\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-f0cf102 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"f0cf102\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-4cc81f8\" data-id=\"4cc81f8\" 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<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8523910 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8523910\" data-element_type=\"section\" data-e-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-50 elementor-inner-column elementor-element elementor-element-570351e\" data-id=\"570351e\" 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-825990f elementor-widget elementor-widget-text-editor\" data-id=\"825990f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><a 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elementor-element-3683145\" data-id=\"3683145\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a0415f5\" data-id=\"a0415f5\" 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-3e72d8b elementor-widget elementor-widget-text-editor\" data-id=\"3e72d8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: center;\"><a href=\"https:\/\/cc.eurohpc.pl\/\" target=\"_blank\" rel=\"noopener\"><strong>POWR\u00d3T DO MAPY<\/strong><\/a><\/p>\t\t\t\t\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\t<\/div>\n\t\t<\/div>\n\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-d8d5360 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"d8d5360\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-b30f078\" data-id=\"b30f078\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\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>DR NORBERT KAPI\u0143SKIINTERDYSCYPLINARNE CENTRUM MODELOWANIA MATEMATYCZNEGO I KOMPUTEROWEGOUNIWERSYTET WARSZAWSKI DR NORBERT KARPI\u0143SKIINTERDYSCYPLINARNE CENTRUM MODELOWANIA MATEMATYCZNEGO I KOMPUTEROWEGOUNIWERSYTET WARSZAWSKI Predykcja \u015bmiertelno\u015bci i detekcja patologii w obrazowych badaniach przesiewowych klatki piersiowej z wykorzystaniem technik g\u0142\u0119bokiego uczenia maszynowego CEL PROJEKTU Problem Projekt dotyczy wykorzystania technik sztucznej inteligencji, w tym metod g\u0142\u0119bokiego uczenia maszynowego, do analizy obraz\u00f3w medycznych RTG&hellip;&nbsp;<a href=\"https:\/\/cc.eurohpc.pl\/index.php\/icm-projekt-1\/\" rel=\"bookmark\">Dowiedz si\u0119 wi\u0119cej &raquo;<span class=\"screen-reader-text\">ICM projekt 1<\/span><\/a><\/p>\n","protected":false},"author":9,"featured_media":6179,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/template-pagebuilder-full-width.php","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-6175","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/pages\/6175","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/comments?post=6175"}],"version-history":[{"count":124,"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/pages\/6175\/revisions"}],"predecessor-version":[{"id":13337,"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/pages\/6175\/revisions\/13337"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/media\/6179"}],"wp:attachment":[{"href":"https:\/\/cc.eurohpc.pl\/index.php\/wp-json\/wp\/v2\/media?parent=6175"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}