{"id":5565,"date":"2023-09-11T11:32:17","date_gmt":"2023-09-11T11:32:17","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5565"},"modified":"2023-09-11T11:32:19","modified_gmt":"2023-09-11T11:32:19","slug":"yapay-zeka-hata-yaptiginda-kim-sorumludur","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-hata-yaptiginda-kim-sorumludur\/","title":{"rendered":"Yapay Zeka Hata Yapt\u0131\u011f\u0131nda, Kim Sorumludur?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5565\" class=\"elementor elementor-5565\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2e0b81a elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e0b81a\" 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 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-2f119c9\" data-id=\"2f119c9\" 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-9024812 elementor-widget elementor-widget-shortcode\" data-id=\"9024812\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&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-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" 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-e3797c5 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=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&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\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/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\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/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\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/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\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" 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\" \/>\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<\/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-1f7dc26 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1f7dc26\" 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-054f9d4\" data-id=\"054f9d4\" 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-75a7f6d elementor-widget elementor-widget-heading\" data-id=\"75a7f6d\" 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\">Yapay Zeka Hata Yapt\u0131\u011f\u0131nda, Kim Sorumludur?<\/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-96a21af elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"96a21af\" 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 class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-618d04d\" data-id=\"618d04d\" 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-5c72af5 elementor-widget elementor-widget-text-editor\" data-id=\"5c72af5\" 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=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> sistemleri giderek daha otonom ve sofistike hale geldik\u00e7e, beklenmedik sonu\u00e7lara yol a\u00e7abilecekleri i\u00e7in daha \u00f6ng\u00f6r\u00fclemez hale gelirler.<\/p><\/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-42fc90f elementor-widget elementor-widget-image\" data-id=\"42fc90f\" 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=\"411\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-1024x499.jpg\" class=\"attachment-large size-large wp-image-5548\" alt=\"Yapay Zeka Hata Yapt\u0131\u011f\u0131nda, Kim Sorumludur?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-1024x499.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-300x146.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-768x374.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-1536x748.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik-18x9.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/yapayzekakimlik.jpg 1560w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay Zeka Hata Yapt\u0131\u011f\u0131nda, Kim Sorumludur?<\/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-3fdfb24 elementor-widget elementor-widget-heading\" data-id=\"3fdfb24\" 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\">Neden Yapay Zeka Sorumlulu\u011fu \u00d6nemlidir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87de45f elementor-widget elementor-widget-text-editor\" data-id=\"87de45f\" 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>Yapay zeka (YZ), hayat\u0131m\u0131z\u0131n \u00e7e\u015fitli y\u00f6nlerini \u015fekillendiren g\u00fc\u00e7l\u00fc bir etken haline gelmektedir. Ancak bu teknolojinin d\u00fc\u015fmeleri de bulunmaktad\u0131r. Veri \u00f6nyarg\u0131s\u0131ndan g\u00fcvenlik a\u00e7\u0131klar\u0131na kadar, YZ sistemleri bir\u00e7ok \u015fekilde hata yapabilir ve sorumluluk ve hesap verebilirlik konular\u0131n\u0131 g\u00fcndeme getirebilirler. Yapay zekan\u0131n labirentine dald\u0131\u011f\u0131m\u0131zda sormam\u0131z gereken sorular \u015funlard\u0131r: YZ ba\u015far\u0131s\u0131z oldu\u011funda kim su\u00e7lan\u0131r ve YZ sistemlerinde hesap verebilirlik ve \u015feffafl\u0131\u011f\u0131 nas\u0131l sa\u011flayabiliriz?<\/p><p>\u00d6rne\u011fin, bir otonom arac\u0131n bir yaya yanl\u0131\u015fl\u0131kla cans\u0131z bir nesne olarak tan\u0131mlamas\u0131 ve bir kaza meydana getirmesi durumunu d\u00fc\u015f\u00fcn\u00fcn. Ya da bir YZ destekli sohbet botunun bir hastaya yanl\u0131\u015f t\u0131bbi tavsiye vererek ciddi bir hastal\u0131\u011fa veya hatta \u00f6l\u00fcme neden olmas\u0131 durumunu hayal edin. Bu t\u00fcr durumlarda YZ&#8217;nin hatas\u0131ndan kim sorumlu tutulur?<\/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-56519dd elementor-widget elementor-widget-heading\" data-id=\"56519dd\" 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\">YZ Sistemlerindeki Potansiyel Tehlikeler\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dde8921 elementor-widget elementor-widget-text-editor\" data-id=\"dde8921\" 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>YZ b\u00fcy\u00fck faydalar sunsa da potansiyel tehlikeleri bar\u0131nd\u0131r\u0131r. Bu hatalar\u0131 anlamak, YZ sistemlerinde hesap verebilirlik ve \u015feffafl\u0131\u011f\u0131 sa\u011flaman\u0131n ilk ad\u0131m\u0131d\u0131r.<\/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-1f4fc72 elementor-widget elementor-widget-heading\" data-id=\"1f4fc72\" 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\">YZ'nin K\u0131r\u0131lgan Do\u011fas\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-dd1d7a3 elementor-widget elementor-widget-text-editor\" data-id=\"dd1d7a3\" 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>K\u0131r\u0131lganl\u0131k, YZ&#8217;nin daha \u00f6nce kar\u015f\u0131la\u015ft\u0131\u011f\u0131 bir yolu sadece tan\u0131yabilece\u011fi anlam\u0131na gelir. Yeni desenlere maruz kald\u0131\u011f\u0131nda, YZ h\u0131zla yan\u0131lt\u0131labilir ve yanl\u0131\u015f sonu\u00e7lara yol a\u00e7abilir.<\/p><p>Bu k\u0131r\u0131lganl\u0131\u011f\u0131n bir \u00f6rne\u011fi, YZ&#8217;nin d\u00f6nd\u00fcr\u00fclm\u00fc\u015f nesneleri do\u011fru bir \u015fekilde tan\u0131yamamas\u0131d\u0131r. \u00d6rne\u011fin bir okul otob\u00fcs\u00fcn\u00fc tan\u0131mak i\u00e7in e\u011fitildi\u011finde, ayn\u0131 nesneyi d\u00f6nd\u00fcr\u00fcld\u00fc\u011f\u00fcnde veya yeniden konumland\u0131r\u0131ld\u0131\u011f\u0131nda tan\u0131mada ba\u015far\u0131s\u0131z olabilir.<\/p><p>YZ&#8217;nin k\u0131r\u0131lganl\u0131\u011f\u0131 ayn\u0131 zamanda onu d\u00fc\u015fmanca sald\u0131r\u0131lara kar\u015f\u0131 savunmas\u0131z k\u0131lar. Bu sald\u0131r\u0131lar giri\u015f verilerini manip\u00fcle ederek yanl\u0131\u015f \u00e7\u0131kt\u0131lara yol a\u00e7ar. \u00d6rne\u011fin, dur i\u015faretlerine k\u00fc\u00e7\u00fck de\u011fi\u015fiklikler YZ&#8217;nin yanl\u0131\u015f yorumlamas\u0131na neden olabilir veya t\u0131bbi taramalara hafif de\u011fi\u015fiklikler yanl\u0131\u015f te\u015fhislere yol a\u00e7abilir. Bu sald\u0131r\u0131lar\u0131n \u00f6ng\u00f6r\u00fclemeyen do\u011fas\u0131, YZ sistemlerini korumay\u0131 \u00f6nemli bir zorluk haline getirir.<\/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-7db950f elementor-widget elementor-widget-heading\" data-id=\"7db950f\" 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\">Yapay Zekada G\u00f6m\u00fcl\u00fc \u00d6nyarg\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-21ed970 elementor-widget elementor-widget-text-editor\" data-id=\"21ed970\" 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>Yapay zekanin tarafs\u0131z kararlar vaadetmesi genellikle g\u00f6m\u00fcl\u00fc \u00f6nyarg\u0131lardan dolay\u0131 g\u00f6zden ge\u00e7irilmelidir. Bu \u00f6nyarg\u0131lar, YZ&#8217;nin e\u011fitildi\u011fi verilerden kaynaklan\u0131r. E\u011fitim verileri \u00f6nyarg\u0131lar i\u00e7eriyorsa, YZ sistemi de karar alma s\u00fcrecinde bu \u00f6nyarg\u0131lar\u0131 yans\u0131t\u0131r. Bu, milyonlarca ki\u015fiyi etkileyen bir \u00f6l\u00e7ekte ayr\u0131mc\u0131l\u0131\u011fa yol a\u00e7abilir.<\/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-ddc7723 elementor-widget elementor-widget-image\" data-id=\"ddc7723\" 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=\"443\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-1024x538.png\" class=\"attachment-large size-large wp-image-5082\" alt=\"2023&#039;te Yapay Zeka Nedir T\u00fcrleri, E\u011filimleri ve Gelece\u011fi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-1024x538.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-300x158.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-768x403.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi-18x9.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Yapay-Zeka-Nedir-Turleri-Egilimleri-ve-Gelecegi.png 1200w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">2023'te Yapay Zeka Nedir T\u00fcrleri, E\u011filimleri ve Gelece\u011fi<\/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-725338e elementor-widget elementor-widget-heading\" data-id=\"725338e\" 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\">Katastrofik Unutma\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a64ccc elementor-widget elementor-widget-text-editor\" data-id=\"2a64ccc\" 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>YZ sistemleri, katastrofik unutma olarak bilinen bir fenomen&#8217;e e\u011filimlidir. Bu senaryoda, bir YZ sistemi yeni bilgi \u00f6\u011frendikten sonra \u00f6nceki \u00f6\u011frendi\u011fi bilgileri tamamen ve aniden unutur. Bu \u00fczerine yazma etkisi, sistemin performans\u0131n\u0131 ve etkilili\u011fini \u00f6nemli \u00f6l\u00e7\u00fcde engelleyebilir.<\/p><p>Katastrofik unutman\u0131n bir \u00f6rne\u011fi, deepfake&#8217;leri alg\u0131lamak i\u00e7in YZ geli\u015ftirmenin \u00fczerinden g\u00f6r\u00fclebilir. Yeni t\u00fcr deepfake&#8217;ler ortaya \u00e7\u0131kt\u0131\u011f\u0131nda, YZ sistemi bu yeni t\u00fcrleri tan\u0131mak i\u00e7in e\u011fitildi\u011finde eski olanlar\u0131 nas\u0131l alg\u0131layaca\u011f\u0131n\u0131 unutur. Bu, YZ sistemlerinin \u00f6nceki bilgiyi kaybetmeden s\u00fcrekli \u00f6\u011frenip adapte olmas\u0131n\u0131n gereklili\u011fini vurgular.<\/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-938a221 elementor-widget elementor-widget-heading\" data-id=\"938a221\" 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\">Gizlili\u011fe Potansiyel Tehdit\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a96a4a8 elementor-widget elementor-widget-text-editor\" data-id=\"a96a4a8\" 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>YZ sistemleri g\u00fcnl\u00fck hayat\u0131m\u0131za daha fazla entegre oldu\u011funda, gizlilik ihlali riski artar.<\/p><p>YZ&#8217;nin veriyi kullan\u0131m\u0131 bir ikilemi sunar. Bir yandan, YZ&#8217;nin etkili bir \u015fekilde \u00e7al\u0131\u015fmas\u0131 i\u00e7in veri gereklidir. \u00d6te yandan, verinin se\u00e7ilimsiz kullan\u0131m\u0131 gizlilik ihlallerine yol a\u00e7abilir. Kullan\u0131c\u0131lar, verilerinin nerede ve nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 anlamal\u0131d\u0131r, bu verilerin kenarda g\u00fcvenli bir \u015fekilde saklan\u0131p saklanmad\u0131\u011f\u0131n\u0131 veya bulutta risk alt\u0131nda olup olmad\u0131\u011f\u0131n\u0131 bilmelidirler.<\/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-e367c92 elementor-widget elementor-widget-heading\" data-id=\"e367c92\" 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\">Sorumlulu\u011fu Ayr\u0131nt\u0131lar\u0131yla \u0130ncelemek\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e9aefe9 elementor-widget elementor-widget-text-editor\" data-id=\"e9aefe9\" 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>Sorumluluk, insan ahlak\u0131n\u0131n temelidir, hukukun \u00fcst\u00fcnl\u00fc\u011f\u00fcn\u00fc destekler ve tazminat\u0131n nas\u0131l hesapland\u0131\u011f\u0131n\u0131 y\u00f6nlendirir. \u0130\u015f d\u00fcnyas\u0131 ve devletteki profesyonel faaliyetlerin gerekli bir bile\u015fenidir. Ancak bir YZ modeli olumsuz etkilerle karar verdi\u011finde kim sorumludur?<\/p><p>Sorumluluk, yaln\u0131zca yapay zeka sisteminin kararlar\u0131n\u0131 a\u00e7\u0131klayabilmesini gerektirmez, ayn\u0131 zamanda sistemi geli\u015ftiren ve kullanan payda\u015flar\u0131n da bunu yapmas\u0131n\u0131 ve kararlar\u0131n\u0131n sorumlulu\u011funu anlamas\u0131n\u0131 i\u00e7erir. Bu, insan su\u00e7lulu\u011funun YZ kararlar\u0131nda temelini olu\u015fturur.<\/p><p>Bir YZ hatas\u0131n\u0131n sorumlu taraf\u0131n\u0131 belirlemek karma\u015f\u0131k bir g\u00f6rev olabilir. Sorumlu, sistemi kodlayan YZ geli\u015ftirici mi? YZ&#8217;nin tavsiyesine g\u00fcvenen kullan\u0131c\u0131 m\u0131? Yoksa YZ sistemini sahibi olan \u015firket mi? Ya da daha da radikal bir bak\u0131\u015f a\u00e7\u0131s\u0131na g\u00f6re, YZ sistemi kendisi mi sorumlu tutulmal\u0131d\u0131r?<\/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-86497c9 elementor-widget elementor-widget-heading\" data-id=\"86497c9\" 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\">Algoritma Olu\u015fturucusunun Sorumlulu\u011fu\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d94ab05 elementor-widget elementor-widget-text-editor\" data-id=\"d94ab05\" 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>Algoritman\u0131n olu\u015fturucusu, algoritmadaki bir hatadan sorumlu tutulabilir. Bu hata kararl\u0131 bir sapma veya tahmin edilemeyen bir davran\u0131\u015fa yol a\u00e7abilir, yanl\u0131\u015f sonu\u00e7lar do\u011furabilir. Bu durumlarda, algoritman\u0131n olu\u015fturucusu, bir ara\u00e7 \u00fcretim hatas\u0131ndan sorumlu tutulan bir otomobil \u00fcreticisi gibi sorumlu 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-26f067c elementor-widget elementor-widget-heading\" data-id=\"26f067c\" 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\">Veri Sa\u011flay\u0131c\u0131s\u0131n\u0131n Sorumlulu\u011fu\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cf7d6a elementor-widget elementor-widget-text-editor\" data-id=\"9cf7d6a\" 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>Bir YZ sistemi e\u011fitmek, \u00f6rnek vakalar ve beklenen sonu\u00e7larla beslemeyi gerektirir. E\u011fitim veri seti k\u00fc\u00e7\u00fck veya \u00f6nyarg\u0131l\u0131 ise, hatalara yol a\u00e7abilir. Bir YZ sistemi \u00f6nyarg\u0131l\u0131 verilerle e\u011fitildiyse, kararlar\u0131nda bu \u00f6nyarg\u0131lar\u0131 s\u00fcrd\u00fcrebilir.<\/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-017d85c elementor-widget elementor-widget-image\" data-id=\"017d85c\" 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=\"843\" height=\"418\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-gelistirmede-etik-ikilemler.png\" class=\"attachment-large size-large wp-image-5480\" alt=\"Yapay zeka geli\u015ftirmede etik ikilemler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-gelistirmede-etik-ikilemler.png 928w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-gelistirmede-etik-ikilemler-300x149.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-gelistirmede-etik-ikilemler-768x381.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-gelistirmede-etik-ikilemler-18x9.png 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay zeka geli\u015ftirmede etik ikilemler<\/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-05963db elementor-widget elementor-widget-heading\" data-id=\"05963db\" 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\">YZ Operat\u00f6r\u00fcn\u00fcn Sorumlulu\u011fu\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49d5230 elementor-widget elementor-widget-text-editor\" data-id=\"49d5230\" 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>Bir YZ sistemi i\u015fleten ki\u015fi, YZ&#8217;nin \u00e7\u0131kt\u0131lar\u0131n\u0131 yorumlayarak yanl\u0131\u015f bir de\u011ferlendirme yapabilir, bu da hatalara yol a\u00e7abilir. Operat\u00f6r, bu hatalardan sorumlu tutulabilir, bir s\u00fcr\u00fcc\u00fcn\u00fcn bir otomobildeki uyar\u0131 i\u015faretlerini g\u00f6z ard\u0131 etmesi gibi.<\/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-28b1ffb elementor-widget elementor-widget-heading\" data-id=\"28b1ffb\" 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\">YZ ve Hukuki Varl\u0131k Olma\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc4e12e elementor-widget elementor-widget-text-editor\" data-id=\"bc4e12e\" 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>Alternatif bir bak\u0131\u015f a\u00e7\u0131s\u0131, YZ&#8217;yi \u015firketler gibi belirli haklar ve sorumluluklar verilen bir hukuki varl\u0131k olarak d\u00fc\u015f\u00fcnmeyi \u00f6nermektedir.<\/p><p>Ancak bu perspektif tart\u0131\u015fmal\u0131 de\u011fildir. Ele\u015ftirmenler, YZ sistemlerinin kararlar alabilme yetene\u011fine sahip olsalar da bilin\u00e7 eksikli\u011fi nedeniyle insanlar gibi sorumlu tutulamayacaklar\u0131n\u0131 savunurlar. YZ&#8217;nin hukuki varl\u0131k olarak kabul edilmesi fikri halktan kar\u0131\u015f\u0131k tepkiler alm\u0131\u015ft\u0131r.<\/p><p>Bu fikri destekleyenler, YZ sistemlerinin bilin\u00e7siz olmalar\u0131na ra\u011fmen kararlar\u0131n\u0131n sorumlulu\u011funu ta\u015f\u0131yabileceklerini savunurken, bu fikrin kar\u015f\u0131tlar\u0131, YZ sistemlerinin ahlaki ajans kapasitesinin olmad\u0131\u011f\u0131n\u0131 ve insanlar gibi sorumlu tutulmamalar\u0131 gerekti\u011fini belirtirler.<\/p><p>YZ i\u00e7in bir hukuki \u00e7er\u00e7eve olu\u015fturmak i\u00e7in, sorumlu taraf\u0131n kavram\u0131n\u0131 a\u00e7\u0131k bir \u015fekilde tan\u0131mlamak temel \u00f6neme sahiptir. Bu tan\u0131m, YZ sistemlerinin geli\u015ftiricilerini, kullan\u0131c\u0131lar\u0131n\u0131 ve i\u015fletenlerini i\u00e7eren karar alma s\u00fcrecindeki t\u00fcm taraflar\u0131 d\u00fc\u015f\u00fcnmelidir. Ayr\u0131ca, YZ sistemlerine hukuki varl\u0131k stat\u00fcs\u00fc vermenin sonu\u00e7lar\u0131n\u0131 d\u00fc\u015f\u00fcnmelidir. Son olarak, hatalar\u0131n sorumlulu\u011funun nas\u0131l uygulanabilece\u011fini belirtmelidir.<\/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-9fba3db elementor-widget elementor-widget-heading\" data-id=\"9fba3db\" 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\">Vek\u00e2let Sorumlulu\u011fu Teorisinin Rol\u00fc\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-651c0ad elementor-widget elementor-widget-text-editor\" data-id=\"651c0ad\" 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>Vek\u00e2let sorumlulu\u011fu teorisi, acentelerin veya \u00e7al\u0131\u015fanlar\u0131n eylemlerinden i\u015fverenlerin veya patronlar\u0131n sorumlu tutulmas\u0131n\u0131 \u00f6ng\u00f6ren bir teoridir ve bu teori YZ&#8217;ye uygulanabilir. Bu ba\u011flamda, YZ sistemlerinin olu\u015fturucular\u0131 veya i\u015fletenleri sistemin eylemlerinden sorumlu tutulabilirler.<\/p><p>Ancak bu teori, ger\u00e7ekten otonom kararlar alabilen YZ sistemleriyle u\u011fra\u015f\u0131rken g\u00f6zden ge\u00e7irilmelidir. Vek\u00e2let sorumlulu\u011fu kavram\u0131, bu yeni \u00e7er\u00e7evenin ba\u015flang\u0131\u00e7 noktas\u0131 olarak kullan\u0131labilir, ancak otonom YZ sistemlerinin \u00f6zg\u00fc karakteristiklerini ele alacak \u015fekilde adapte edilmelidir.<\/p><p>\u00d6zellikle, sistemin veya operat\u00f6r\u00fcn neden oldu\u011fu hatalar\u0131 nas\u0131l ay\u0131rt edece\u011fini d\u00fc\u015f\u00fcnmelidir. Ayr\u0131ca, b\u00f6yle bir sistemin olas\u0131 k\u00f6t\u00fcye kullan\u0131m\u0131n\u0131 veya istismar\u0131n\u0131 \u00f6nlemek i\u00e7in nas\u0131l d\u00fczenlenebilece\u011fini de\u011ferlendirmelidir.<\/p><p>Sonu\u00e7 olarak, YZ teknolojisi ilerledik\u00e7e, mevcut hukuki \u00e7er\u00e7evelerin YZ taraf\u0131ndan ortaya \u00e7\u0131kar\u0131lan zorluklarla ba\u015fa \u00e7\u0131kacak \u015fekilde donat\u0131lmas\u0131 gerekti\u011fi a\u00e7\u0131kt\u0131r. YZ&#8217;de hesap verebilirlik karma\u015f\u0131k bir konudur ve bir\u00e7ok taraf\u0131 i\u00e7erir ve her ad\u0131mda olas\u0131 hatalar mevcuttur. Ancak sa\u011flam d\u00fczenlemeler, \u015feffaf uygulamalar ve s\u00fcrekli \u00f6\u011frenme ve adapte olma taahh\u00fcd\u00fc ile bu labirenti gezinebilir ve YZ hata yapt\u0131\u011f\u0131nda sorumlu taraflar\u0131n hesap verdi\u011finden emin olabiliriz. Bu zorlu bir yolculuktur ancak toplumumuzda YZ&#8217;nin sorumlu ve etik kullan\u0131m\u0131n\u0131 sa\u011flamak i\u00e7in kritik bir \u00f6neme sahiptir.<\/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-36e49b8 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"36e49b8\" 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-f646658\" data-id=\"f646658\" 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-126211a elementor-widget elementor-widget-image\" data-id=\"126211a\" 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\" \/>\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-1e33f5f elementor-widget elementor-widget-heading\" data-id=\"1e33f5f\" 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-b0123f7 elementor-widget elementor-widget-heading\" data-id=\"b0123f7\" 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-ecb8d88 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"ecb8d88\" 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-7b7dee4\" data-id=\"7b7dee4\" 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-43652fa elementor-widget elementor-widget-heading\" data-id=\"43652fa\" 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-d57df3d premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"d57df3d\" 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\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5565\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\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>Yapay Zeka Hata Yapt\u0131\u011f\u0131nda, Kim Sorumludur? Yapay zeka sistemleri giderek daha otonom ve sofistike hale geldik\u00e7e, beklenmedik sonu\u00e7lara yol a\u00e7abilecekleri i\u00e7in daha \u00f6ng\u00f6r\u00fclemez hale gelirler.&hellip;<\/p>","protected":false},"author":1,"featured_media":5548,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17],"class_list":["post-5565","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5565","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=5565"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5565\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5548"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}