{"id":6372,"date":"2024-02-26T05:05:41","date_gmt":"2024-02-26T05:05:41","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6372"},"modified":"2024-04-01T04:37:14","modified_gmt":"2024-04-01T04:37:14","slug":"yuz-tanima-teknolojisi-nedir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yuz-tanima-teknolojisi-nedir\/","title":{"rendered":"Y\u00fcz Tan\u0131ma Teknolojisi Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6372\" class=\"elementor elementor-6372\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6bcead3 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6bcead3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div 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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-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" title=\"\">\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" 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-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" 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 elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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 elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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 elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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 elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\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 class=\"elementor-section elementor-top-section elementor-element elementor-element-36edf11a elementor-section-height-min-height elementor-section-full_width elementor-hidden-desktop elementor-section-height-default elementor-section-items-middle\" data-id=\"36edf11a\" 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-top-column elementor-element elementor-element-1aba2a40\" data-id=\"1aba2a40\" 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-77607905 elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"77607905\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"420\" height=\"199\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp\" class=\"attachment-large size-large wp-image-6992\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp 420w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-300x142.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-18x9.webp 18w\" sizes=\"(max-width: 420px) 100vw, 420px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3fdd4014\" data-id=\"3fdd4014\" 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-4c796c5 hfe-submenu-icon-plus hfe-menu-item-space-between hfe-link-redirect-child elementor-widget elementor-widget-navigation-menu\" data-id=\"4c796c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;hamburger_align_tablet&quot;:&quot;right&quot;,&quot;hamburger_align_mobile&quot;:&quot;right&quot;,&quot;hamburger_align&quot;:&quot;center&quot;,&quot;hamburger_menu_align&quot;:&quot;space-between&quot;,&quot;width_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:300,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:30,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;dropdown_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;padding_horizontal_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"navigation-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"hfe-nav-menu__toggle elementor-clickable hfe-flyout-trigger\" tabindex=\"0\" role=\"button\" aria-label=\"Menu Toggle\">\n\t\t\t\t\t<div class=\"hfe-nav-menu-icon\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"fas fa-align-justify\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<div class=\"hfe-flyout-wrapper\" >\n\t\t\t\t<div class=\"hfe-flyout-overlay elementor-clickable\"><\/div>\n\t\t\t\t<div class=\"hfe-flyout-container\">\n\t\t\t\t\t<div id=\"hfe-flyout-content-id-4c796c5\" class=\"hfe-side hfe-flyout-left hfe-flyout-open\" data-layout=\"left\" data-flyout-type=\"normal\">\n\t\t\t\t\t\t<div class=\"hfe-flyout-content push\">\n\t\t\t\t\t\t\t<nav itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/SiteNavigationElement\">\n\t\t\t\t\t\t\t\t<ul id=\"menu-1-4c796c5\" class=\"hfe-nav-menu\"><li id=\"menu-item-1227\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/hakkimizda\/\" itemprop=\"url\" class = \"hfe-menu-item\">Hakk\u0131m\u0131zda<\/a><\/li>\n<li id=\"menu-item-2697\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/arastirmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ara\u015ft\u0131rmalar<\/a><\/li>\n<li id=\"menu-item-2336\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/blog\/\" itemprop=\"url\" class = \"hfe-menu-item\">Blog<\/a><\/li>\n<li id=\"menu-item-2335\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/ders\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ders<\/a><\/li>\n<li id=\"menu-item-1226\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/konusmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Konu\u015fmalar<\/a><\/li>\n<li id=\"menu-item-1230\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/iletisim\/\" itemprop=\"url\" class = \"hfe-menu-item\">\u0130leti\u015fim<\/a><\/li>\n<li id=\"menu-item-1229\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/basvuru\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ekibe Kat\u0131l<\/a><\/li>\n<li id=\"menu-item-3481\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-post parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/?p=3333\" itemprop=\"url\" class = \"hfe-menu-item\">Egemen Kaya<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t<\/nav>\n\t\t\t\t\t\t\t<div class=\"elementor-clickable hfe-flyout-close\" tabindex=\"0\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"far fa-window-close\"><\/i>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\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<\/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 class=\"elementor-section elementor-top-section elementor-element elementor-element-5d7181d elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d7181d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&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\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\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\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-722a124\" data-id=\"722a124\" 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-20c30c1 elementor-widget elementor-widget-heading\" data-id=\"20c30c1\" 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\">Y\u00fcz Tan\u0131ma Teknolojisi Nedir?<\/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 class=\"elementor-section elementor-top-section elementor-element elementor-element-283c187 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"283c187\" 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-e99de7e\" data-id=\"e99de7e\" 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-c4ad920 elementor-widget elementor-widget-text-editor\" data-id=\"c4ad920\" 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<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 gizmo:py-2 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Y\u00fcz tan\u0131ma, bireyin kimli\u011fini do\u011frulamak i\u00e7in y\u00fcz analizi yapan bir teknoloji olarak kullan\u0131lmaktad\u0131r. Bu teknoloji, temel y\u00fcz \u00f6zelliklerini (burun \u015fekli, \u00e7ene \u00e7izgisi, g\u00f6zler aras\u0131ndaki mesafe vb.) \u00f6l\u00e7erek, bu \u00f6zellikleri bilinen y\u00fczler veya \u015fablonlardan olu\u015fan bir veritaban\u0131yla kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in yaz\u0131l\u0131m kullan\u0131r.<\/p><p>Y\u00fcz tan\u0131ma, havaalan\u0131 g\u00fcvenli\u011fini art\u0131rmak, ak\u0131ll\u0131 telefonlar\u0131n kilidini a\u00e7mak, kolluk kuvvetlerine g\u00f6zetim konusunda yard\u0131mc\u0131 olmak ve benzeri bir\u00e7ok alanda kullan\u0131lmaktad\u0131r. Ancak, y\u00fcz tan\u0131ma teknolojisinin yayg\u0131n kullan\u0131m\u0131, \u00f6zellikle k\u00f6t\u00fcye kullan\u0131m, \u00f6nyarg\u0131 ve mahremiyet ihlali potansiyeli nedeniyle tart\u0131\u015fmal\u0131d\u0131r. H\u00fck\u00fcmetler ve \u015firketler, bu teknolojinin yasal, etik ve sosyal sonu\u00e7lar\u0131yla ba\u015fa \u00e7\u0131kmak i\u00e7in \u00e7aba sarf etmektedirler.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-bd25612 elementor-widget elementor-widget-image\" data-id=\"bd25612\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"414\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-1024x503.png\" class=\"attachment-large size-large wp-image-6373\" alt=\"Y\u00fcz Tan\u0131ma Teknolojisi Nedir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-1024x503.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-300x147.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-768x377.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-1536x754.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-2048x1005.png 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yuz-Tanima-Teknolojisi-Nedir-18x9.png 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Y\u00fcz Tan\u0131ma Teknolojisi Nedir?<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-26c8dcb elementor-widget elementor-widget-heading\" data-id=\"26c8dcb\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Y\u00fcz Tan\u0131ma Teknolojisi Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d461a29 elementor-widget elementor-widget-text-editor\" data-id=\"d461a29\" 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>Y\u00fcz tan\u0131ma teknolojisi, bir bireyin kimli\u011fini y\u00fcz\u00fcn\u00fcn \u00f6zg\u00fcn \u00f6zellikleri temelinde ay\u0131rt edebilen bir inovasyondur. Bu biyometrik t\u00fcr, bireyleri tan\u0131mlamak i\u00e7in biyolojik \u00f6zelliklerin \u00f6l\u00e7\u00fcm\u00fcn\u00fc i\u00e7erir ve parmak izlerinden DNA&#8217;ya kadar geni\u015f bir yelpazeyi kapsar.<\/p><p>Y\u00fcz tan\u0131ma yaz\u0131l\u0131m\u0131, yapay zeka, g\u00f6r\u00fcnt\u00fc tan\u0131ma ve di\u011fer ileri teknolojileri kullanarak bir y\u00fcz\u00fcn kimli\u011fini haritalamak, analiz etmek ve do\u011frulamak i\u00e7in tasarlanm\u0131\u015ft\u0131r. Bu s\u00fcre\u00e7, belirli ki\u015fileri foto\u011fraf ve videolarda tan\u0131mlamak, farkl\u0131 g\u00f6r\u00fcnt\u00fclerde ayn\u0131 ki\u015fiye ait olup olmad\u0131\u011f\u0131n\u0131 belirlemek ve geni\u015f bir g\u00f6r\u00fcnt\u00fc koleksiyonu i\u00e7inde belirli bir y\u00fcz\u00fc aramak amac\u0131yla kullan\u0131labilir.<\/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-bb82629 elementor-widget elementor-widget-heading\" data-id=\"bb82629\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Y\u00fcz Tan\u0131ma Teknolojisi Nas\u0131l \u00c7al\u0131\u015f\u0131yor?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7319783 elementor-widget elementor-widget-text-editor\" data-id=\"7319783\" 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>Genel olarak, y\u00fcz tan\u0131ma teknolojisi \u00fc\u00e7 temel a\u015famada faaliyet g\u00f6sterir: alg\u0131lama, analiz ve tan\u0131ma. Ancak, t\u00fcm yaz\u0131l\u0131mlar\u0131n \u00f6zel algoritmalar temelinde olu\u015fturuldu\u011funu hat\u0131rlamak \u00f6nemlidir.<\/p><p><strong>1. TESP\u0130T<\/strong><br \/>\u0130lk olarak, bir kamera, belirli bir y\u00fcz\u00fc tek ba\u015f\u0131na veya kalabal\u0131k i\u00e7inde tespit etmek i\u00e7in kullan\u0131l\u0131r. Bu teknolojiyi \u00e7al\u0131\u015f\u0131rken, telefon kameras\u0131n\u0131n bir y\u00fcz\u00fc vurgulayarak etraf\u0131na bir kutu \u00e7izdi\u011fini g\u00f6rebilirsiniz.<\/p><p>Y\u00fcz tan\u0131ma sistemleri, genellikle bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fc kullanarak y\u00fczleri insan g\u00f6z\u00fcnden daha do\u011fru ve h\u0131zl\u0131 bir \u015fekilde alg\u0131lar. Yapay zeka taraf\u0131ndan desteklenen bu teknoloji, tekli g\u00f6r\u00fcnt\u00fclerden video \u00e7ekimlerine ve birden fazla kamera a\u00e7\u0131s\u0131ndan al\u0131nan g\u00f6r\u00fcnt\u00fclere kadar \u00e7e\u015fitli veri kaynaklar\u0131ndan bilgileri otomatik olarak \u00e7\u0131karabilir, analiz edebilir ve s\u0131n\u0131fland\u0131rabilir.<\/p><p><strong>2. ANAL\u0130Z<\/strong><br \/>Y\u00fcz tespit edildikten sonra genellikle g\u00f6zler aras\u0131ndaki mesafe, g\u00f6z yuvalar\u0131n\u0131n derinli\u011fi, elmac\u0131k kemiklerinin \u015fekli ve \u00e7ene, dudak ve kulak konturlar\u0131 gibi ay\u0131rt edici y\u00fcz i\u015faretleri dijital olarak haritalan\u0131r. Sistem daha sonra t\u00fcm bu bilgileri, y\u00fcz izi ad\u0131 verilen bir say\u0131 veya nokta dizisine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Her bireyin kendine \u00f6zg\u00fc bir y\u00fcz izi oldu\u011fu gibi, parmak izi gibi d\u00fc\u015f\u00fcn\u00fclebilir.<\/p><p>\u00d6rne\u011fin, iPhone&#8217;un kilidini y\u00fcz tan\u0131ma \u00f6zelli\u011fiyle a\u00e7t\u0131ysan\u0131z, sistem binlerce g\u00f6r\u00fcnmez noktay\u0131 yans\u0131tarak y\u00fcz\u00fcn\u00fcz\u00fcn derinlik haritas\u0131n\u0131 ve k\u0131z\u0131l\u00f6tesi g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc olu\u015fturur. Bu bilgiler daha sonra matematiksel bir temsile d\u00f6n\u00fc\u015ft\u00fcr\u00fclerek \u00f6nceden toplanan y\u00fcz verileriyle kar\u015f\u0131la\u015ft\u0131r\u0131l\u0131r.<\/p><p><strong>3. TANINMA<\/strong><br \/>Bu ad\u0131m, bir sistemin, ki\u015finin y\u00fcz\u00fcn\u00fc bir veritaban\u0131ndaki di\u011fer y\u00fczlerle kar\u015f\u0131la\u015ft\u0131rarak ki\u015finin kimli\u011fini do\u011frulamaya \u00e7al\u0131\u015ft\u0131\u011f\u0131 a\u015famad\u0131r.<\/p><p>Y\u00fczler, vesikal\u0131k foto\u011fraflardan sosyal medyada payla\u015f\u0131lan selfielere kadar \u00e7e\u015fitli kaynaklardan olabilir. Baz\u0131 sistemler, iki g\u00f6r\u00fcnt\u00fcn\u00fcn benzerli\u011fini \u00f6l\u00e7en bir g\u00fcven puan\u0131 dahi hesaplayabilir.<\/p><p>\u00d6rne\u011fin, bir banka soygunu g\u00fcvenlik kameras\u0131nda kaydedilirse, polis olay yerinde yakalanan y\u00fcz\u00fc daha \u00f6nce su\u00e7lu olan ki\u015filerin sab\u0131ka foto\u011fraflar\u0131yla kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in y\u00fcz tan\u0131ma teknolojisini kullanabilir; bu da \u015f\u00fcphelileri tan\u0131mlamada veya elemelerde yard\u0131mc\u0131 olabilir.<\/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-15db52c elementor-widget elementor-widget-image\" data-id=\"15db52c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"642\" height=\"356\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntu-Isleme-ile-yuz-tanima.webp\" class=\"attachment-large size-large wp-image-5015\" alt=\"G\u00f6r\u00fcnt\u00fc \u0130\u015fleme ile y\u00fcz tan\u0131ma\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntu-Isleme-ile-yuz-tanima.webp 642w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntu-Isleme-ile-yuz-tanima-300x166.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Goruntu-Isleme-ile-yuz-tanima-18x10.webp 18w\" sizes=\"(max-width: 642px) 100vw, 642px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">G\u00f6r\u00fcnt\u00fc \u0130\u015fleme ile y\u00fcz tan\u0131ma<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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-bfa3eb5 elementor-widget elementor-widget-heading\" data-id=\"bfa3eb5\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Y\u00fcz Tan\u0131ma Uygulamalar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14b50ab elementor-widget elementor-widget-text-editor\" data-id=\"14b50ab\" 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>Y\u00fcz tan\u0131ma teknolojisinin yayg\u0131n olarak kullan\u0131ld\u0131\u011f\u0131 birka\u00e7 \u00f6rnek \u015fu \u015fekildedir:<\/p><p><strong>1. Telefon ve Bilgisayar Kilidi A\u00e7ma:<\/strong><br \/>Y\u00fcz tan\u0131ma, ak\u0131ll\u0131 telefonlar ve bilgisayarlar gibi cihazlarda s\u0131k\u00e7a kullan\u0131lan bir kimlik do\u011frulama y\u00f6ntemidir. Kullan\u0131c\u0131lar, ki\u015fisel cihazlar\u0131n\u0131n kilidini a\u00e7abilir, bankac\u0131l\u0131k i\u015flemleri ger\u00e7ekle\u015ftirebilir ve g\u00fcvenli bilgilere eri\u015febilirler, \u015fifre kullanma ihtiyac\u0131 olmadan y\u00fczlerini kullanarak.<\/p><p>*\u00d6rnek:* 2017&#8217;den beri Apple, Face ID ad\u0131 verilen bir y\u00fcz tan\u0131ma \u00f6zelli\u011fi sunarak kullan\u0131c\u0131lara telefonlar\u0131n\u0131 h\u0131zl\u0131 bir \u015fekilde a\u00e7ma, uygulamalara eri\u015fme ve sat\u0131n alma i\u015flemleri yapma imkan\u0131 tan\u0131maktad\u0131r.<\/p><p><strong>2. Kanun Yapt\u0131r\u0131mlar\u0131:<\/strong><br \/>Polis ve di\u011fer kolluk kuvvetleri, su\u00e7 \u015f\u00fcphelilerini tespit etmek i\u00e7in y\u00fcz tan\u0131ma teknolojisini kullanmaktad\u0131r. G\u00f6zetleme g\u00f6r\u00fcnt\u00fclerinde yakalanan y\u00fczleri, yerel, eyalet ve federal veritabanlar\u0131ndaki di\u011fer foto\u011fraflarla kar\u015f\u0131la\u015ft\u0131rarak ba\u015far\u0131yla kimlik tespiti yapabilmektedirler.<\/p><p>*\u00d6rnek:* FBI&#8217;\u0131n Yeni Nesil Tan\u0131mlama &#8211; Eyaletleraras\u0131 Foto\u011fraf Sistemi (NGI-IPS) adl\u0131 program, milyonlarca su\u00e7 foto\u011fraf\u0131na ve di\u011fer biyometrik verilere eri\u015ferek d\u00fcnya genelindeki kolluk kuvvetlerine yard\u0131mc\u0131 olmaktad\u0131r.<\/p><p><strong>3. Havaliman\u0131 G\u00fcvenli\u011fi:<\/strong><br \/>Bir\u00e7ok havaalan\u0131, yolcular\u0131n y\u00fcz verilerini pasaport olarak kullanmalar\u0131na izin vererek, fiziksel kimlik veya bini\u015f kart\u0131 g\u00f6sterme gereklili\u011fini ortadan kald\u0131rarak g\u00fcvenlik kontrollerini h\u0131zland\u0131rmaktad\u0131r.<\/p><p>*\u00d6rnek:* TSA&#8217;n\u0131n PreCheck program\u0131na kat\u0131lan Delta Digital ID kullan\u0131c\u0131lar\u0131, havalimanlar\u0131ndaki bagaj b\u0131rakma ve g\u00fcvenlik kontrol noktalar\u0131nda y\u00fcz tan\u0131ma ile bini\u015f kartlar\u0131 ve kimlik kullanabilmektedir.<\/p><p><strong>4. Bankac\u0131l\u0131kta Doland\u0131r\u0131c\u0131l\u0131k Tespiti:<\/strong><br \/>Bankalar, m\u00fc\u015fterilerinin kimliklerini do\u011frulamak i\u00e7in ATM&#8217;lerinde veya \u015fubelerinde y\u00fcz tan\u0131ma teknolojisini kullanabilmektedir. Bu, kullan\u0131c\u0131lar\u0131n \u015fifre veya di\u011fer do\u011frulama y\u00f6ntemleri yerine y\u00fczlerini kullanarak bankac\u0131l\u0131k i\u015flemlerini ger\u00e7ekle\u015ftirmelerine olanak tan\u0131r.<\/p><p>*\u00d6rnek:* Chase bankac\u0131l\u0131k uygulamas\u0131, m\u00fc\u015fterilere Touch ID, Face ID ve Android&#8217;in Parmak \u0130zi Giri\u015fi gibi biyometrik verilerle hesaplar\u0131na eri\u015fme imkan\u0131 sunmaktad\u0131r.<\/p><p><strong>5. Ak\u0131ll\u0131 Arabalar:<\/strong><br \/>Otomobil \u00fcreticileri, y\u00fcz tan\u0131ma teknolojisini anahtars\u0131z giri\u015fi sa\u011flamak, s\u00fcr\u00fcc\u00fcn\u00fcn dikkat eksikli\u011fini izlemek ve arac\u0131 ki\u015fiselle\u015ftirilmi\u015f ayarlara g\u00f6re otomatik olarak ayarlamak i\u00e7in kullanmaktad\u0131r.<\/p><p>*\u00d6rnek:* Hyundai&#8217;nin elektrikli ara\u00e7lar\u0131, s\u00fcr\u00fcc\u00fclerin tercihlerine g\u00f6re koltuklar\u0131, aynalar\u0131 ve bilgi-e\u011flence ekranlar\u0131n\u0131 otomatik olarak ayarlamak i\u00e7in y\u00fcz biyometrisini kullanmaktad\u0131r. Genesis GV60 modeli ise y\u00fcz tan\u0131ma \u00f6zelli\u011fi ile anahtars\u0131z giri\u015fi m\u00fcmk\u00fcn k\u0131lan ilk ara\u00e7 olmu\u015ftur.<\/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-6be627f elementor-widget elementor-widget-heading\" data-id=\"6be627f\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Y\u00fcz Tan\u0131ma Teknolojisinin Avantajlar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3ea5535 elementor-widget elementor-widget-text-editor\" data-id=\"3ea5535\" 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>DAHA FAZLA KULLANI\u015eLILIK<\/strong><\/p><p>Y\u00fcz tan\u0131ma, bir\u00e7ok y\u00f6nden h\u0131zl\u0131 ve pratik bir do\u011frulama sistemidir. Y\u00fcz verilerini g\u00f6rsel e\u015fle\u015ftirme ile kar\u015f\u0131la\u015ft\u0131rmak, \u015fifre veya PIN giri\u015fine g\u00f6re daha h\u0131zl\u0131 ve kullan\u0131\u015fl\u0131d\u0131r. Ayr\u0131ca, daha az temas noktas\u0131 gerektirir.<\/p><p>Veriff \u015firketinin ba\u015f \u00fcr\u00fcn sorumlusu Suvrat Joshi, &#8220;Sadece &#8216;Hey, bir foto\u011fraf \u00e7ek&#8217; demekle t\u00fcm bu s\u00fcrt\u00fc\u015fme noktalar\u0131n\u0131n ortadan kalkt\u0131\u011f\u0131n\u0131&#8221; belirtti. Bu, olduk\u00e7a dikkat \u00e7ekmeyen bir s\u00fcre\u00e7tir ve bireyin fazla \u00e7aba harcamas\u0131n\u0131 gerektirmez.<\/p><p><strong>ETK\u0130N G\u00dcVENL\u0130K<\/strong><\/p><p>Y\u00fcz tan\u0131ma teknolojisi, daha az s\u00fcrt\u00fcnme noktas\u0131na sahip oldu\u011fu i\u00e7in havaalan\u0131 g\u00fcvenlik kontrol\u00fcnden ge\u00e7me veya banka hesab\u0131na giri\u015f gibi normalde zaman al\u0131c\u0131 s\u00fcre\u00e7leri h\u0131zland\u0131rabilir. Bu, g\u00fcvenlik a\u00e7\u0131s\u0131ndan etkin bir \u00e7\u00f6z\u00fcm sunar.<\/p><p><strong>KOLAY ENTEGRASYON<\/strong><\/p><p>Bir\u00e7ok y\u00fcz tan\u0131ma sistemi, \u00e7o\u011fu g\u00fcvenlik yaz\u0131l\u0131m\u0131yla kolayca entegre olabilir. Bu da \u015firketlerin veya kurulu\u015flar\u0131n bu teknolojiyi uygulamak i\u00e7in \u00f6nceden b\u00fcy\u00fck yat\u0131r\u0131mlar yapma zorunlulu\u011funu azaltarak, onu eri\u015filebilir k\u0131lar.<\/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-31b4eff elementor-widget elementor-widget-heading\" data-id=\"31b4eff\" 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<h2 class=\"elementor-heading-title elementor-size-default\">Y\u00fcz Tan\u0131ma Teknolojisinin Dezavantajlar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bc3b91 elementor-widget elementor-widget-text-editor\" data-id=\"6bc3b91\" 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>G\u0130ZL\u0130L\u0130K R\u0130SK\u0130<\/strong><\/p><p>Y\u00fcz tan\u0131ma teknolojisi, bireylerin mahremiyetini ihlal etme potansiyeli nedeniyle en b\u00fcy\u00fck endi\u015felerden birini olu\u015fturuyor. Genellikle, bireyler, biyometrik bilgilerinin y\u00fcz tan\u0131ma i\u00e7in topland\u0131\u011f\u0131 veya kullan\u0131ld\u0131\u011f\u0131 konusunda haberdar olmayabilirler.<\/p><p>Siber g\u00fcvenlik uzman\u0131 Sean Grimaldi, Integrated In&#8217;e verdi\u011fi deme\u00e7te, &#8220;\u0130zniniz olmadan kullan\u0131labilir&#8221; diyerek bu durumun veri kontrol\u00fcn\u00fc zorla\u015ft\u0131rd\u0131\u011f\u0131n\u0131 vurguluyor. \u00d6rne\u011fin, bir su\u00e7 zanl\u0131s\u0131n\u0131n izini s\u00fcrmek amac\u0131yla kullan\u0131lan bir sokak kameras\u0131, y\u00fczlerce masum insan\u0131n y\u00fcz\u00fcn\u00fc incelemek zorunda kalabilir, bu da gizlili\u011fi tehlikeye atabilir.<\/p><p>Yapay zeka gizlili\u011fi ve g\u00f6zetimine odaklanan teknoloji hukuku ara\u015ft\u0131rmac\u0131s\u0131 Patrick K. Lin, Yerle\u015fik In&#8217;e yapt\u0131\u011f\u0131 a\u00e7\u0131klamada, &#8220;Birdenbire, bilse de bilmese de herkes polis soru\u015fturmas\u0131n\u0131n bir par\u00e7as\u0131 oldu&#8221; diyor.<\/p><p>Y\u00fcz tan\u0131ma teknolojisinin kullan\u0131lmas\u0131, y\u00fcz verilerinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131, nerede saklanaca\u011f\u0131n\u0131 ve kimin eri\u015febilece\u011fini anlaman\u0131n zor olabilece\u011fi bir s\u00fcreci i\u00e7erir. Ancak, baz\u0131 eyaletlerde y\u00fcz taramalar\u0131 ve biyometrik verilerin toplanmas\u0131yla ilgili d\u00fczenlemeler yap\u0131lm\u0131\u015ft\u0131r.<\/p><p>Illinois, Texas, New York, Vermont ve Washington eyaletlerinde, y\u00fcz taramalar\u0131 gibi biyometrik verilerin toplanmas\u0131, saklanmas\u0131 ve if\u015fa edilmesini d\u00fczenleyen yasalar bulunmaktad\u0131r. Bu yapsaalar\u0131 ihlal eden bir\u00e7ok kurumsal dev, b\u00fcy\u00fck cezalar \u00f6demek zorunda kalm\u0131\u015ft\u0131r.<\/p><p>Bireyler, kendi gizliliklerini korumak i\u00e7in Apple&#8217;\u0131n Face ID gibi y\u00fcz tan\u0131ma hizmetlerini veya g\u00fcvenlik kontrol noktalar\u0131ndaki y\u00fcz taramalar\u0131n\u0131 tercih edebilirler. Ancak, y\u00fcz verilerini tamamen korumak i\u00e7in daha fazla ad\u0131m atmak da m\u00fcmk\u00fcnd\u00fcr.<\/p><p>Lin, &#8220;Sivil toplumla ilgileniyorsan\u0131z, y\u00fcz tan\u0131may\u0131 devre d\u0131\u015f\u0131 b\u0131rakmak neredeyse imkans\u0131zd\u0131r&#8221; diyor. &#8220;\u00d6zellikle \u015fehirlerde ya\u015fayan insanlar i\u00e7in. D\u0131\u015far\u0131ya ad\u0131m att\u0131\u011f\u0131n\u0131z anda kar\u015f\u0131dan kar\u015f\u0131ya ge\u00e7ersiniz, yakalan\u0131rs\u0131n\u0131z.&#8221;<\/p><p><strong>YETK\u0130L\u0130LER\u0130N POTANS\u0130YEL K\u00d6T\u00dcYE KULLANIMI<\/strong><\/p><p>Kolluk kuvvetlerinin yayg\u0131n olarak kulland\u0131\u011f\u0131 y\u00fcz tan\u0131ma teknolojisi, h\u00fck\u00fcmetlerin bu teknolojiyi kitlesel g\u00f6zetim i\u00e7in k\u00f6t\u00fcye kullanma ve bireylerin sivil \u00f6zg\u00fcrl\u00fcklerini ihlal etme potansiyeli do\u011furuyor.<\/p><p>\u00c7in h\u00fck\u00fcmeti, etnik az\u0131nl\u0131klar\u0131 izlemek ve kontrol etmek amac\u0131yla y\u00fcz tan\u0131ma teknolojisini kullanm\u0131\u015f; Hong Kong&#8217;daki protestocular\u0131n polis kameralar\u0131n\u0131 engellemek i\u00e7in maske takmas\u0131 bu kullan\u0131m\u0131n bir \u00f6rne\u011fidir. ABD&#8217;de ise 2020&#8217;deki Black Lives Matter protestolar\u0131 s\u0131ras\u0131nda y\u00fcz tan\u0131ma teknolojisi, insanlar\u0131 izlemek amac\u0131yla kullan\u0131lm\u0131\u015ft\u0131r. G\u00f6\u00e7menlik ve G\u00fcmr\u00fck Muhafaza da \u00fclkeye giren insanlar\u0131 izlemek i\u00e7in bu teknolojiyi kullanmaktad\u0131r.<\/p><p>Baz\u0131 ABD \u015fehirleri, San Francisco ve Boston gibi, y\u00fcz tan\u0131ma teknolojisinin devlet kurumlar\u0131 taraf\u0131ndan kullan\u0131lmas\u0131n\u0131 yasaklam\u0131\u015ft\u0131r. Ancak, \u00f6zel \u015firketler hala bu teknolojiyi kolluk kuvvetlerine satmaktad\u0131r, bu da g\u00f6zetim konusunda s\u0131n\u0131rl\u0131 g\u00f6zetim veya kamu incelemesi oldu\u011fu anlam\u0131na gelmektedir.<\/p><p><strong>\u00d6NYARGI VE YANLI\u015eLIKLAR<\/strong><\/p><p>Y\u00fcz tan\u0131ma algoritmalar\u0131n\u0131n belirli demografik \u00f6zelliklere kar\u015f\u0131 \u00f6nyarg\u0131 g\u00f6sterdi\u011fi ve bu durumun sistem hatalar\u0131na neden olabilece\u011fi bulunmu\u015ftur. Ulusal Standartlar ve Teknoloji Enstit\u00fcs\u00fc&#8217;ndeki ara\u015ft\u0131rmac\u0131lar, \u00fczerinde \u00e7al\u0131\u015ft\u0131klar\u0131 189 y\u00fcz tan\u0131ma algoritmas\u0131n\u0131n \u00e7o\u011funlu\u011funun \u00f6nyarg\u0131 g\u00f6sterdi\u011fini ve Siyah ve Asyal\u0131 y\u00fczleri beyaz y\u00fczlere g\u00f6re 100 kat daha fazla yanl\u0131\u015f tan\u0131mlad\u0131\u011f\u0131n\u0131 bulmu\u015ftur. Ayr\u0131ca, kad\u0131nlar\u0131n kimlikleri erkeklere g\u00f6re daha s\u0131k hatal\u0131 olarak tespit edilmektedir.<\/p><p>Bu hatalar\u0131n b\u00fcy\u00fck k\u0131sm\u0131, y\u00fcz tan\u0131ma sisteminin e\u011fitim s\u00fcrecinden kaynaklanmaktad\u0131r. E\u011fitim verileri genellikle beyaz, erkek y\u00fczlerinden olu\u015ftu\u011funda, sistem bu demografinin d\u0131\u015f\u0131ndaki bireyleri do\u011fru bir \u015fekilde tan\u0131mlamakta zorlanabilir.<\/p><p>Bu durum, y\u00fcz tan\u0131ma teknolojisinin kullan\u0131c\u0131 deneyiminde sinir bozucu sonu\u00e7lara yol a\u00e7abilir ve en k\u00f6t\u00fc ihtimalle sahte tutuklamalara ve haks\u0131z s\u0131n\u0131rd\u0131\u015f\u0131 edilmelere neden olabilir.<\/p><p><strong>G\u00dcVENL\u0130K R\u0130SKLER\u0130<\/strong><\/p><p>\u00c7o\u011fu \u015firket, veritabanlar\u0131n\u0131n g\u00fcvenli\u011fini sa\u011flamak i\u00e7in \u00e7aba harcamaktad\u0131r, ancak hi\u00e7bir teknoloji tamamen g\u00fcvenli de\u011fildir. Grimaldi, \u015firketlerin s\u00fcrekli sald\u0131r\u0131ya u\u011frad\u0131\u011f\u0131n\u0131 ve y\u00fcz verilerinin karanl\u0131k a\u011fda sat\u0131labilece\u011fini belirtiyor. Bu veriler, doland\u0131r\u0131c\u0131l\u0131k gibi ama\u00e7larla<\/p><p>kullan\u0131labilir ve bir kez \u00e7al\u0131nd\u0131\u011f\u0131nda de\u011fi\u015ftirilemez. Y\u00fcz tan\u0131ma verilerinizde bir ihlal meydana geldi\u011finde, bu durumu \u00e7\u00f6zmek neredeyse imkans\u0131zd\u0131r.<\/p><p>Grimaldi, &#8220;Bir parolan\u0131z veya \u015fifreniz varsa ve \u00e7al\u0131nd\u0131ysa, yeni bir tane alabilirsiniz&#8221; diyor. &#8220;Ancak y\u00fcz tan\u0131ma verilerinizde bu durum meydana gelirse (\u00f6rne\u011fin, y\u00fcz\u00fcn\u00fcz\u00fcn haritas\u0131n\u0131 \u00e7\u0131karan noktalar gibi) bunu asla de\u011fi\u015ftiremezsiniz.&#8221;<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc0b6fb elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc0b6fb\" 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-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3a347f2\" data-id=\"3a347f2\" 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-e39d9c0 elementor-widget elementor-widget-image\" data-id=\"e39d9c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" title=\"\">\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b306f2d elementor-widget elementor-widget-heading\" data-id=\"b306f2d\" 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<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87b0b5a elementor-widget elementor-widget-heading\" data-id=\"87b0b5a\" 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<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1b805c elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"d1b805c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-c0fe252\" data-id=\"c0fe252\" 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-bb93575 elementor-widget elementor-widget-heading\" data-id=\"bb93575\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52dbdc5 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"52dbdc5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"6372\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/gorunmeyen-asistanlarimiz-yapay-zeka-evimize-ve-isimize-nasil-sizdi\/\" target=\"_self\">\n\t\t\t\tG\u00f6r\u00fcnmeyen Asistanlar\u0131m\u0131z Yapay Zeka Evimize ve \u0130\u015fimize Nas\u0131l S\u0131zd\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/openai-1-25-trilyon-dolar-degerleme-ve-30-milyar-dolarlik-yeni-yatirim\/\" target=\"_self\">\n\t\t\t\tOpenAI 1.25 Trilyon Dolar De\u011ferleme ve 30 Milyar Dolarl\u0131k Yeni Yat\u0131r\u0131m\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-dedektifleri-makineler-gorsellerin-arkasindaki-hikayeyi-nasil-cozuyor\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Dedektifleri: Makineler G\u00f6rsellerin Arkas\u0131ndaki Hikayeyi Nas\u0131l \u00c7\u00f6z\u00fcyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\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>Y\u00fcz Tan\u0131ma Teknolojisi Nedir? Y\u00fcz tan\u0131ma, bireyin kimli\u011fini do\u011frulamak i\u00e7in y\u00fcz analizi yapan bir teknoloji olarak kullan\u0131lmaktad\u0131r. Bu teknoloji, temel y\u00fcz \u00f6zelliklerini (burun \u015fekli, \u00e7ene&hellip;<\/p>","protected":false},"author":1,"featured_media":6373,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"","_customify_sidebar":"","_customify_page_header_display":"default","_customify_disable_header":"","_customify_disable_header_top":"","_customify_disable_header_main":"","_customify_disable_header_bottom":"","_customify_disable_page_title":"","_customify_disable_content_vertical_padding":"","_customify_disable_footer_top":"","_customify_disable_footer_main":"","_customify_disable_footer_bottom":"","_customify_breadcrumb_display":"default","_customify_header_transparent_display":"","footnotes":""},"categories":[13],"tags":[17,139],"class_list":["post-6372","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka","tag-yuz-tanima"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6372","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=6372"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6372\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6373"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6372"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6372"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6372"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}