{"id":7064,"date":"2023-06-20T18:20:00","date_gmt":"2023-06-20T18:20:00","guid":{"rendered":"https:\/\/vanleeuwenlawfirm.eu\/?p=7064"},"modified":"2025-05-08T23:29:00","modified_gmt":"2025-05-08T22:29:00","slug":"yapay-zeka-ve-uyumluluk","status":"publish","type":"post","link":"https:\/\/vanleeuwenlawfirm.eu\/tr\/teknoloji-ve-dijital\/teknoloji-ve-dijital-cerceve\/yapay-zeka-ve-uyumluluk\/","title":{"rendered":"Yapay Zeka ve Uyumluluk"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7064\" class=\"elementor elementor-7064\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5de8399a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5de8399a\" 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-7c3edffd\" data-id=\"7c3edffd\" 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-5dacaebd elementor-widget elementor-widget-text-editor\" data-id=\"5dacaebd\" 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\n<p class=\"\" data-start=\"29\" data-end=\"557\">Yapay zekan\u0131n (YZ) farkl\u0131 sekt\u00f6rlerde h\u0131zl\u0131 bir \u015fekilde geli\u015fmesi b\u00fcy\u00fck f\u0131rsatlar sunsa da ayn\u0131 zamanda karma\u015f\u0131k hukuki zorluklar da yaratmaktad\u0131r. YZ uygulamalar\u0131 geli\u015ftiren veya entegre eden organizasyonlar, \u00f6nce modeler, e\u011fitim verileri ve sistemlerin \u00fcretti\u011fi sonu\u00e7larla ilgili fikri m\u00fclkiyet haklar\u0131 b\u00f6l\u00fcnmesini a\u00e7\u0131k\u00e7a tan\u0131mlamal\u0131d\u0131r. S\u00f6zle\u015fmesel belirsizlikler, sahiplik haklar\u0131, lisanslama ko\u015fullar\u0131 ve sorumluluklarla ilgili belirsizliklere yol a\u00e7abilir, bu da hukuki ihtilaflar ve projelerin gecikmesine neden olabilir.<\/p>\n<p class=\"\" data-start=\"559\" data-end=\"1078\">Bunun yan\u0131 s\u0131ra, sorumlu bir YZ uygulamas\u0131, organizasyonlardan uyumluluk i\u00e7in kapsaml\u0131 \u00e7er\u00e7eveler geli\u015ftirmelerini gerektirir. Bu, veri toplama y\u00f6nergeleri, algoritmik \u00f6nyarg\u0131lar\u0131n izlenmesi ve otomatik kararlar \u00fczerinde insan m\u00fcdahalesi mekanizmalar\u0131n\u0131 i\u00e7erir. AB kurumlar\u0131 YZ ile ilgili yasama \u00e7al\u0131\u015fmalar\u0131n\u0131 tamamlarken, \u015firketlerin y\u00fcksek riskli YZ sistemlerini belirleyen, sertifikasyon prosed\u00fcrlerini planlayan ve modelleri s\u00fcrekli izlemeyi sa\u011flayan uyum \u00e7er\u00e7eveleri geli\u015ftirmeleri proaktif bir yakla\u015f\u0131m olacakt\u0131r.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2875543 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2875543\" 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-604cb5f\" data-id=\"604cb5f\" 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-435d681 elementor-widget elementor-widget-text-editor\" data-id=\"435d681\" 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\n<h4 class=\"\" data-start=\"1080\" data-end=\"1126\">YZ S\u00f6zle\u015fmeleri ve Fikri M\u00fclkiyet Haklar\u0131<\/h4>\n<p class=\"\" data-start=\"1128\" data-end=\"1605\">YZ modelleri tedarik veya geli\u015ftirme s\u00f6zle\u015fmeleri olu\u015ftururken, projeyle ili\u015fkili t\u00fcm fikri m\u00fclkiyet haklar\u0131n\u0131n dikkatlice de\u011ferlendirilmesi \u00e7ok \u00f6nemlidir. Hukuk ekipleri, s\u00f6zle\u015fmelerde algoritmalar\u0131n, kaynak kodunun sahipli\u011fi ve modellerin gelecekteki projelerde yeniden kullan\u0131m\u0131 ile ilgili herhangi bir s\u0131n\u0131rlaman\u0131n net bir \u015fekilde belirtilmesini sa\u011flamal\u0131d\u0131r. Bu, kopyalama, de\u011fi\u015ftirme veya model sat\u0131\u015f\u0131n\u0131 yeniden lisanslama hakk\u0131 ile ilgili yanl\u0131\u015f anlamalar\u0131 \u00f6nleyecektir.<\/p>\n<p class=\"\" data-start=\"1607\" data-end=\"2072\">Ayr\u0131ca, YZ&#8217;nin \u00fcretti\u011fi metin, resim veya otomatik olarak \u00fcretilen veriler gibi \u00e7\u0131kt\u0131larla ilgili s\u00f6zle\u015fme ko\u015fullar\u0131n\u0131n belirlenmesi \u00f6nemlidir. S\u00f6zle\u015fme ko\u015fullar\u0131, bu \u00e7\u0131kt\u0131lar\u0131n\u0131n otomatik olarak al\u0131c\u0131ya ait olup olmayaca\u011f\u0131n\u0131 ve \u00fc\u00e7\u00fcnc\u00fc \u015fah\u0131slara nas\u0131l lisanslanabilece\u011fini belirlemelidir. Sorumluluk s\u0131n\u0131rlamalar\u0131, \u00e7\u0131kt\u0131lar hukuki sorunlara yol a\u00e7abilecek durumlar, \u00f6rne\u011fin \u00fc\u00e7\u00fcnc\u00fc \u015fah\u0131s haklar\u0131n\u0131n ihlali veya istenmeyen profilleme durumlar\u0131 i\u00e7in ge\u00e7erli olmal\u0131d\u0131r.<\/p>\n<p class=\"\" data-start=\"2074\" data-end=\"2457\">Ayr\u0131ca, tedarik\u00e7ilerin modelin mimarisi, e\u011fitim verileri ve performans \u00f6nlemleri ile ilgili belge sa\u011flamalar\u0131n\u0131 gerektiren \u015feffafl\u0131k h\u00fck\u00fcmleri de s\u00f6zle\u015fmelerde yer almal\u0131d\u0131r. Bu t\u00fcr h\u00fck\u00fcmler, YZ&#8217;nin sorumlu bir \u015fekilde uygulanmas\u0131 i\u00e7in hukuki garantiler sa\u011flayarak, m\u00fc\u015fterilere olas\u0131 \u00f6nyarg\u0131lar, verilerin k\u00f6keni ve sa\u011flanan YZ \u00e7\u00f6z\u00fcmlerinin teknik s\u0131n\u0131rlamalar\u0131 hakk\u0131nda bilgi sunar.<\/p>\n<h4 class=\"\" data-start=\"2459\" data-end=\"2491\">YZ Y\u00f6netimi ve Politikalar\u0131<\/h4>\n<p class=\"\" data-start=\"2493\" data-end=\"2997\">Organizasyonlar, veri toplamadan insan m\u00fcdahalesi d\u00fczenlemelerine kadar her \u015feyi kapsayan resmi bir YZ politikas\u0131 olu\u015fturmal\u0131d\u0131r. Politika belgeleri, e\u011fitim verilerinin se\u00e7imi i\u00e7in gizlilik ve etikle ilgili standartlar\u0131 i\u00e7ermeli ve modelin davran\u0131\u015flar\u0131n\u0131 s\u00fcrekli izlemek i\u00e7in yap\u0131land\u0131rmalarla birlikte YZ y\u00f6netimi i\u00e7in bir s\u00fcre\u00e7 sunmal\u0131d\u0131r. Hukuk, teknik ve etik uzmanlar\u0131 birlikte, modellerin performans\u0131ndaki istenmeyen sapmalar\u0131 tespit etmek i\u00e7in d\u00fczenli denetimler yapacak \u015fekilde izleme yapmal\u0131d\u0131r.<\/p>\n<p class=\"\" data-start=\"2999\" data-end=\"3388\">YZ y\u00f6netiminin anahtar\u0131, modelin ya\u015fam d\u00f6ng\u00fcs\u00fc boyunca \u00f6nyarg\u0131lar\u0131 tespit etme ve adaletin izlenmesini i\u00e7eren s\u00fcre\u00e7lerin uygulanmas\u0131d\u0131r. Teknik ekipler, e\u011fitim ve test verilerinde, model sonu\u00e7lar\u0131ndaki olas\u0131 hatalar\u0131 tespit etmek i\u00e7in d\u00fczenli denetimler ger\u00e7ekle\u015ftirir. Hukuk\u00e7ular ve etik uzmanlar\u0131 ise bu s\u00fcre\u00e7lerin ayr\u0131mc\u0131l\u0131k yasalar\u0131 ve insan haklar\u0131yla uyumlu olup olmad\u0131\u011f\u0131n\u0131 denetler.<\/p>\n<p class=\"\" data-start=\"3390\" data-end=\"3846\">Ayr\u0131ca, &#8220;insan d\u00f6ng\u00fcs\u00fc&#8221; stratejisinin uygulanmas\u0131 \u00f6nemlidir; bu strateji, otomatik kararlar\u0131n, uygulanmadan \u00f6nce nitelikli personel taraf\u0131ndan g\u00f6zden ge\u00e7irilmesini garanti eder. Bu, YZ&#8217;nin karar verme s\u00fcre\u00e7lerinden kaynaklanabilecek istenmeyen zarar\u0131 \u00f6nlemeye yard\u0131mc\u0131 olur ve t\u00fcm ilgili taraflar\u0131n a\u015f\u0131r\u0131 otonom sistemlere kar\u015f\u0131 itirazda bulunma imkan\u0131 sa\u011flar. Prosed\u00fcrler, insan m\u00fcdahalesinin ne zaman ve nas\u0131l yap\u0131laca\u011f\u0131n\u0131 net bir \u015fekilde tan\u0131mlamal\u0131d\u0131r.<\/p>\n<h4 class=\"\" data-start=\"3848\" data-end=\"3876\">YZ Etki De\u011ferlendirmesi<\/h4>\n<p class=\"\" data-start=\"3878\" data-end=\"4311\">Y\u00fcksek riskli YZ uygulamalar\u0131, \u00f6rne\u011fin y\u00fcz tan\u0131ma veya su\u00e7lu yeniden su\u00e7 i\u015fleme tahmin modelleri gibi, YZ etki de\u011ferlendirmeleri (AIIA) yap\u0131lmas\u0131n\u0131 gerektirir. Bu de\u011ferlendirmeler, ayr\u0131mc\u0131l\u0131k, gizlilik ve g\u00fcvenlik ile ilgili potansiyel risklerin dikkatlice analiz edilmesini i\u00e7erir. Ekipler, etkilenebilecek bireylerin haklar\u0131n\u0131 belirler, olas\u0131 zararlar\u0131 de\u011ferlendirir ve tespit edilen riskleri azaltmak i\u00e7in tedbirler geli\u015ftirilir.<\/p>\n<p class=\"\" data-start=\"4313\" data-end=\"4628\">AIIA, veri uzmanlar\u0131, hukuk\u00e7ular ve etik uzmanlar\u0131ndan olu\u015fan \u00e7ok disiplinli ekipler taraf\u0131ndan yap\u0131l\u0131r. Etki analizleri, n\u00fcfusun ne \u015fekilde orant\u0131s\u0131z etkilenebilece\u011fi gibi senaryolar\u0131 i\u00e7erir ve \u00f6nerilen teknik \u00f6nlemlerin (gizlilik fark\u0131 gibi) tespit edilen riskleri ne kadar azalt\u0131p azaltamayaca\u011f\u0131n\u0131 de\u011ferlendirir.<\/p>\n<p class=\"\" data-start=\"4630\" data-end=\"4986\">De\u011ferlendirmelerin ard\u0131ndan raporlar, y\u00f6netimin Go\/No-Go kararlar\u0131n\u0131 verebilmesi i\u00e7in bir temel olu\u015fturur. D\u00fczenleyici kurumlar, AB YZ yasalar\u0131 \u00e7er\u00e7evesinde bu raporlar\u0131n sunulmas\u0131n\u0131 talep edebilir. Hukuk ekipleri, raporlar\u0131n format ve i\u00e7erik a\u00e7\u0131s\u0131ndan gerekli d\u00fczenlemelere uydu\u011fundan ve t\u00fcm risklerin do\u011fru \u015fekilde atan\u0131p kontrol edilece\u011finden emin olur.<\/p>\n<h4 class=\"\" data-start=\"4988\" data-end=\"5026\">AB YZ Yasas\u0131 ve Proaktif Yakla\u015f\u0131m<\/h4>\n<p class=\"\" data-start=\"5028\" data-end=\"5353\">AB&#8217;de YZ yasas\u0131 yak\u0131nda y\u00fcr\u00fcrl\u00fc\u011fe girece\u011fi i\u00e7in organizasyonlar, YZ sistemlerini risk matrisine g\u00f6re s\u0131n\u0131fland\u0131rmal\u0131d\u0131r. Uyum stratejileri, sertifikasyonlar\u0131n, izleme protokollerinin uygulanmas\u0131n\u0131 ve AB YZ siciline kayd\u0131 planlamal\u0131d\u0131r. Hukuk ekipleri, uyum takvimlerini takip ederek bu gereksinimleri projelerde entegre eder.<\/p>\n<p class=\"\" data-start=\"5355\" data-end=\"5655\">Stratejik yakla\u015f\u0131mlar, YZ&#8217;nin y\u00fcksek riskli sistemlerinin d\u00fczenli olarak g\u00f6zden ge\u00e7irilmesi s\u00fcrecini de i\u00e7erir. Yasama de\u011fi\u015fiklikleri veya teknolojik ilerlemeler, uyum prosed\u00fcrlerine d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr, b\u00f6ylece organizasyonlar yeni yasa gerekliliklerine zaman\u0131nda uyum sa\u011flar ve mevcut sistemler uyarlan\u0131r.<\/p>\n<p class=\"\" data-start=\"5657\" data-end=\"5992\">Sonu\u00e7 olarak, bu yakla\u015f\u0131mlar, t\u00fcm \u00e7al\u0131\u015fanlar i\u00e7in YZ ile ilgili e\u011fitim programlar\u0131 geli\u015ftirmeyi i\u00e7erir, b\u00f6ylece YZ&#8217;nin gereksinimlerine, etik standartlara ve ilgili denetim konular\u0131na s\u00fcrekli dikkat edilir. YZ y\u00f6netimi yap\u0131sal d\u00fczeyde entegre edildi\u011finde, organizasyon daha esnek hale gelir ve yenilikler ile uyumlulu\u011fu dengeleyebilir.<\/p>\n<h4 class=\"\" data-start=\"5994\" data-end=\"6046\">Tedarik\u00e7i Y\u00f6netimi ve S\u00f6zle\u015fmesel Y\u00fck\u00fcml\u00fcl\u00fckler<\/h4>\n<p class=\"\" data-start=\"6048\" data-end=\"6456\">YZ tedarik\u00e7ileriyle yap\u0131lan s\u00f6zle\u015fmeler, \u00f6nyarg\u0131lar\u0131n d\u00fczenli denetimlerini ger\u00e7ekle\u015ftirmeye y\u00f6nelik a\u00e7\u0131k y\u00fck\u00fcml\u00fcl\u00fckler i\u00e7ermelidir. Ba\u011f\u0131ms\u0131z denet\u00e7iler veya ba\u011f\u0131ms\u0131z komiteler, modellerin istenmeyen \u00f6nyarg\u0131lar\u0131 tespit etmek i\u00e7in d\u00fczenli olarak testler yapmal\u0131d\u0131r. Tedarik\u00e7ilerin modelin sonu\u00e7lar\u0131 ve kullan\u0131lan i\u015flevlerle ilgili a\u00e7\u0131klama sunmalar\u0131, \u015feffafl\u0131k y\u00fck\u00fcml\u00fcl\u00fcklerinin bir par\u00e7as\u0131 olarak gereklidir.<\/p>\n<p class=\"\" data-start=\"6458\" data-end=\"6881\">Ayr\u0131ca, modelin do\u011frulu\u011funun ve yeniden e\u011fitilmesinin izlenmesiyle ilgili h\u00fck\u00fcmler de dahil edilmelidir: performans g\u00f6stergeleri, \u00f6rne\u011fin F1 skoru veya AUC, belirli bir e\u015fi\u011fin alt\u0131na d\u00fc\u015ft\u00fc\u011f\u00fcnde otomatik olarak do\u011frulama veya yeniden e\u011fitim s\u00fcreci ba\u015flat\u0131l\u0131r. Bu teknik mekanizmalar, yasal olarak kaydedilmelidir, b\u00f6ylece taraflar, s\u00f6zle\u015fmeye dayal\u0131 kalite standartlar\u0131n\u0131n kar\u015f\u0131lanmamas\u0131 durumunda sorumluluk ta\u015f\u0131yabilirler.<\/p>\n<p class=\"\" data-start=\"6883\" data-end=\"7235\">Son olarak, YZ tedarik\u00e7ileriyle yap\u0131lan s\u00f6zle\u015fmeler, s\u00fcreklilik ve sonu\u00e7 y\u00f6netimi ile ilgili h\u00fck\u00fcmler i\u00e7ermelidir. \u0130\u015fbirli\u011fi sona erdi\u011finde, kaynak kodu ve modelin mimarisi ile ilgili t\u00fcm belgeler g\u00fcvenli bir \u015fekilde devredilmelidir. Bu, bir tedarik\u00e7iye olan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 \u00f6nler ve yeni YZ i\u015f ortaklar\u0131na ge\u00e7i\u015f s\u0131ras\u0131nda hukuki ve teknik g\u00fcvenlik sa\u011flar.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c744084 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c744084\" 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-260008f\" data-id=\"260008f\" 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-e622c98 elementor-widget elementor-widget-spacer\" data-id=\"e622c98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8c90b15 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8c90b15\" 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-ee82af0\" data-id=\"ee82af0\" 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-6af74a9 elementor-widget elementor-widget-post-grid\" data-id=\"6af74a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-grid.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\r\n<div class=\"blog-container blog-container-grid\">\r\n    \r\n    <div class=\"wi-blog fox-blog blog-grid fox-grid blog-card-has-shadow blog-card-normal column-3 spacing-normal\">\r\n    \r\n    \n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22427 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/onleme\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img fetchpriority=\"high\" decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/d21d9526-0130-457b-967f-eb3e6e84fb3e-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/onleme\/\" rel=\"bookmark\">        \r\n        \u00d6nleme\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22433 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/tespit\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/1902bfee-280a-4164-9a31-a644cd739ad7-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/tespit\/\" rel=\"bookmark\">        \r\n        Tespit\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22441 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/arastirma\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/4f08ce4d-8092-4fdf-bd8a-ecd11c58cf98-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/arastirma\/\" rel=\"bookmark\">        \r\n        Ara\u015ft\u0131rma\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22449 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/yanit\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/9789a4d1-acac-4e1a-8253-5b8c0b32469a-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/yanit\/\" rel=\"bookmark\">        \r\n        Yan\u0131t\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22455 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/danismanlik\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/7e27c4a1-7417-49b7-a998-789b81356960-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/danismanlik\/\" rel=\"bookmark\">        \r\n        Dan\u0131\u015fmanl\u0131k\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22463 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/dava\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/74acf7f2-3c49-4e86-970c-545db00a08d7-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/dava\/\" rel=\"bookmark\">        \r\n        Dava\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->\n<article class=\"wi-post post-item post-grid fox-grid-item post-align- post--thumbnail-before post-22468 post type-post status-publish format-standard has-post-thumbnail hentry category-avukatin-rolu\" itemscope itemtype=\"https:\/\/schema.org\/CreativeWork\">\n\n    <div class=\"post-item-inner grid-inner post-grid-inner\">\n        \n                \n            \r\n<figure class=\"wi-thumbnail fox-thumbnail post-item-thumbnail fox-figure  grid-thumbnail thumbnail-acute  hover-none\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\r\n    \r\n    <div class=\"thumbnail-inner\">\r\n    \r\n                \r\n        <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/muzakere\/\" class=\"post-link\">\r\n            \r\n        \r\n            <span class=\"image-element\">\r\n\r\n                <img loading=\"lazy\" decoding=\"async\" width=\"480\" height=\"384\" src=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-content\/uploads\/sites\/122\/2024\/01\/ab01545d-d89f-4eba-a774-b7b81e7cc3bd-480x384.png\" class=\"attachment-thumbnail-medium size-thumbnail-medium\" alt=\"\" \/>\r\n            <\/span><!-- .image-element -->\r\n\r\n            \r\n            \r\n                    \r\n        <\/a>\r\n        \r\n                \r\n    <\/div><!-- .thumbnail-inner -->\r\n    \r\n    \r\n<\/figure><!-- .fox-thumbnail -->\r\n\r\n\n<div class=\"post-body post-item-body grid-body post-grid-body\">\n\n    <div class=\"post-body-inner\">\n\n        <div class=\"post-item-header\">\r\n<h2 class=\"post-item-title wi-post-title fox-post-title post-header-section size-small\" itemprop=\"headline\">\r\n    <a href=\"https:\/\/vanleeuwenlawfirm.eu\/tr\/hakkinda\/avukatin-rolu\/muzakere\/\" rel=\"bookmark\">        \r\n        M\u00fczakere\r\n    <\/a>\r\n<\/h2><\/div>\n    <\/div>\n\n<\/div><!-- .post-item-body -->\n\n\n        \n    <\/div><!-- .post-item-inner -->\n\n<\/article><!-- .post-item -->        \r\n            \r\n    <\/div><!-- .fox-blog -->\r\n    \r\n        \r\n<\/div><!-- .fox-blog-container -->\r\n\r\n    \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 zekan\u0131n (YZ) farkl\u0131 sekt\u00f6rlerde h\u0131zl\u0131 bir \u015fekilde geli\u015fmesi b\u00fcy\u00fck f\u0131rsatlar sunsa da ayn\u0131 zamanda karma\u015f\u0131k hukuki zorluklar da yaratmaktad\u0131r. YZ uygulamalar\u0131 geli\u015ftiren veya entegre eden organizasyonlar, \u00f6nce modeler, e\u011fitim verileri ve sistemlerin \u00fcretti\u011fi sonu\u00e7larla ilgili fikri m\u00fclkiyet haklar\u0131 b\u00f6l\u00fcnmesini a\u00e7\u0131k\u00e7a tan\u0131mlamal\u0131d\u0131r. S\u00f6zle\u015fmesel belirsizlikler, sahiplik haklar\u0131, lisanslama ko\u015fullar\u0131 ve sorumluluklarla ilgili belirsizliklere yol a\u00e7abilir, bu da hukuki ihtilaflar ve projelerin gecikmesine neden olabilir. Bunun yan\u0131 s\u0131ra, sorumlu bir YZ uygulamas\u0131, organizasyonlardan uyumluluk i\u00e7in kapsaml\u0131 \u00e7er\u00e7eveler geli\u015ftirmelerini gerektirir. Bu, veri toplama y\u00f6nergeleri, algoritmik \u00f6nyarg\u0131lar\u0131n izlenmesi ve otomatik kararlar \u00fczerinde insan m\u00fcdahalesi mekanizmalar\u0131n\u0131 i\u00e7erir. AB kurumlar\u0131 YZ ile ilgili yasama \u00e7al\u0131\u015fmalar\u0131n\u0131 tamamlarken,<\/p>\n","protected":false},"author":3,"featured_media":29024,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[161],"tags":[],"class_list":["post-7064","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji-ve-dijital-cerceve"],"acf":[],"_links":{"self":[{"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/posts\/7064","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/comments?post=7064"}],"version-history":[{"count":7,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/posts\/7064\/revisions"}],"predecessor-version":[{"id":29203,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/posts\/7064\/revisions\/29203"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/media\/29024"}],"wp:attachment":[{"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/media?parent=7064"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/categories?post=7064"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vanleeuwenlawfirm.eu\/tr\/wp-json\/wp\/v2\/tags?post=7064"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}