{"id":5478,"date":"2023-09-07T07:41:47","date_gmt":"2023-09-07T07:41:47","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5478"},"modified":"2023-09-07T07:41:49","modified_gmt":"2023-09-07T07:41:49","slug":"yapay-zeka-gelistirmede-etik-ikilemler","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-gelistirmede-etik-ikilemler\/","title":{"rendered":"Yapay zeka geli\u015ftirmede etik ikilemler"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5478\" class=\"elementor elementor-5478\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ee7b55 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ee7b55\" 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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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-3a546e9 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a546e9\" 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-50342f2\" data-id=\"50342f2\" 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-17ae48f elementor-widget elementor-widget-heading\" data-id=\"17ae48f\" 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 geli\u015ftirmede etik ikilemler<\/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-3e5aed6 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e5aed6\" 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-c5abaec\" data-id=\"c5abaec\" 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-efd4222 elementor-widget elementor-widget-text-editor\" data-id=\"efd4222\" 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 class=\"cm-subtitle\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> (YZ) e\u015fi benzeri olmayan bir h\u0131zla geli\u015fiyor. Peki bu sistemler ne kadar tarafl\u0131? Etik her zamankinden daha \u00f6nemli hale geliyor.<\/p><p>YZ sistemleri son birka\u00e7 y\u0131lda daha yetenekli hale geldi. Bu sistemler d\u00fcnyay\u0131 daha verimli ve \u00e7ok daha zengin hale getirdi. Bu teknoloji sayesinde makineler insanlar gibi d\u00fc\u015f\u00fcnebiliyor ve insanlar\u0131n hareketlerini taklit edebiliyor. Bu,\u00a0<strong>y\u00fcksek d\u00fczeyde otomasyona olanak sa\u011flad\u0131<\/strong> ve \u015firketlerin b\u00fcy\u00fck miktarda para tasarrufu yapmas\u0131na yard\u0131mc\u0131 oldu. YZ son derece yararl\u0131 olsa da \u00e7e\u015fitli etik sorunlar\u0131 da beraberinde getiriyor. YZ&#8217;daki baz\u0131 temel zorluklar ve etik kavramlar\u0131 hakk\u0131ndaki bu k\u0131lavuzda bu kayg\u0131lar\u0131 inceleyece\u011fiz.<\/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-312ee83 elementor-widget elementor-widget-image\" data-id=\"312ee83\" 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=\"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-deaa0e0 elementor-widget elementor-widget-heading\" data-id=\"deaa0e0\" 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 Zeka Geli\u015ftirmenin Mevcut Durumu\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cdce7a4 elementor-widget elementor-widget-text-editor\" data-id=\"cdce7a4\" 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>G\u00fcn\u00fcm\u00fczde i\u015fletmelerin b\u00fcy\u00fck bir k\u0131sm\u0131 operasyonlar\u0131n\u0131 y\u00fcr\u00fctmek i\u00e7in yapay zeka kullan\u0131yor.\u00a0Bu teknoloji, m\u00fc\u015fteri ili\u015fkileri y\u00f6netimi ve i\u015f g\u00fcc\u00fc verimlili\u011fi de dahil olmak \u00fczere \u00e7e\u015fitli kurumsal uygulamalara girmi\u015ftir.\u00a0<strong>Bu teknolojiye yap\u0131lan yat\u0131r\u0131m 70 milyar dolar\u0131n \u00fczerine \u00e7\u0131kt\u0131<\/strong>\u00a0ve yapay zeka uzmanlar\u0131 d\u00fcnyan\u0131n en \u00e7ok aranan profesyonellerinden biri haline geldi.\u00a0Ses tabanl\u0131 asistanlar yapay zekan\u0131n en yayg\u0131n bi\u00e7imleridir ve \u00e7ok \u00e7e\u015fitli end\u00fcstrilerde kullan\u0131l\u0131rlar.\u00a0Bu sekt\u00f6rler otomotiv, bili\u015fim ve perakendeyi i\u00e7ermektedir.<\/p><p>Pek \u00e7ok \u015firket\u00a0m\u00fc\u015fteri deste\u011fi i\u00e7in de chatbotlar\u0131 kullan\u0131yor.\u00a0<strong>Bu botlar m\u00fc\u015fteri memnuniyetini art\u0131rmaya<\/strong>\u00a0yard\u0131mc\u0131 oluyor\u00a0ve m\u00fc\u015fteri hizmetleri asistanlar\u0131n\u0131 i\u015fe almalar\u0131 gerekmedi\u011fi i\u00e7in \u015firketlere b\u00fcy\u00fck miktarda para tasarrufu sa\u011fl\u0131yor.\u00a0Yapay zeka sistemlerinin di\u011fer pop\u00fcler kullan\u0131mlar\u0131 \u015funlard\u0131r:<\/p><ul><li>\u00c7evrimi\u00e7i ma\u011fazalarda ki\u015fiselle\u015ftirilmi\u015f al\u0131\u015fveri\u015f<\/li><li>Finansal hizmetlere ili\u015fkin tahminler<\/li><li>Sosyal medya sitelerindeki a\u011f beslemeleri<\/li><li>G\u00fcvenlik sistemleri ve y\u00fcz alg\u0131lama<\/li><li>Anti-vir\u00fcs tehdit tespiti<\/li><li>Depo y\u00f6netimi<\/li><li>Otomotiv sekt\u00f6r\u00fcnde g\u00fcvenlik<\/li><li>Nesnelerin interneti<\/li><\/ul><p>Art\u0131r\u0131lm\u0131\u015f zeka, yeni ortaya \u00e7\u0131kan bir yapay zeka bi\u00e7imidir ve insan zekas\u0131n\u0131 geli\u015ftirmeyi ama\u00e7lamaktad\u0131r. Edge AI da geli\u015ftirilmekte olup, YZ algoritmalar\u0131n\u0131n internet ba\u011flant\u0131s\u0131na ihtiya\u00e7 duymadan yerel olarak \u00e7al\u0131\u015fmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lacakt\u0131r. \u00d6rne\u011fin, baz\u0131 y\u00fcz tan\u0131ma bi\u00e7imleri internet eri\u015fimine ihtiya\u00e7 duymadan verileri i\u015fleyebilmektedir.<\/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-8ebc033 elementor-widget elementor-widget-heading\" data-id=\"8ebc033\" 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\">Teknolojide etik konular\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a0ff49 elementor-widget elementor-widget-text-editor\" data-id=\"0a0ff49\" 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><span>\u0130\u015fletmeler genellikle\u00a0<\/span><span>karar alma ve uygulamalarda etik de\u011ferlere<\/span><span> \u00f6nem verirler.\u00a0Eti\u011fi ciddiye almayan markalara genellikle k\u00f6t\u00fc bak\u0131yoruz ve \u00e7o\u011fu insan bu t\u00fcr \u015firketlerle \u00e7al\u0131\u015fmaktan mutlu olmaz.\u00a0Hayat\u0131m\u0131z\u0131n \u00f6nemli bir par\u00e7as\u0131 haline geldi\u011finden\u00a0<\/span><strong><span>yapay zekada eti\u011fi dikkate almak \u00f6nemlidir.\u00a0<\/span><\/strong><span>Teknoloji sayesinde i\u015fletmeler kullan\u0131c\u0131lar\u0131n bilgilerini toplayabilir ve saklayabilir.\u00a0\u0130nternet sitelerine g\u00f6z att\u0131\u011f\u0131n\u0131zda, \u00e7evrimi\u00e7i bir \u015feyler sat\u0131n ald\u0131\u011f\u0131n\u0131zda ve sosyal medya sitelerine bilgilerinizi girdi\u011finizde s\u00fcrekli olarak \u015firketlere ki\u015fisel veriler sa\u011fl\u0131yorsunuz.<\/span><\/p><p><span>Bu veriler \u00f6ncelikle \u00e7e\u015fitli sitelerdeki deneyimlerimizi ki\u015fiselle\u015ftirmeyi ama\u00e7lasa da kolayl\u0131kla k\u00f6t\u00fcye kullan\u0131labilir veya kaybolabilir.\u00a0<\/span><strong><span>Veriler yeni alt\u0131n haline geldi<\/span><\/strong><span>\u00a0ve bir\u00e7ok \u015firket m\u00fc\u015fterilerinin bilgilerini satarak para kazan\u0131yor.\u00a0\u0130\u015fletmeler i\u00e7in hangi \u00fcr\u00fcnlerin arand\u0131\u011f\u0131n\u0131 ve m\u00fc\u015fterilerin neyi tercih etti\u011fini bilmek son derece de\u011ferlidir.\u00a0Politikac\u0131lar\u0131n ayr\u0131ca hangi sosyal konular\u0131n en \u00e7ok dikkat \u00e7ekti\u011fini bilmesi gerekiyor.\u00a0Bu sorunlar, i\u015fletmelerin m\u00fc\u015fteri bilgilerini al\u0131p satabilece\u011fi tam bir pazar yaratt\u0131.<\/span><\/p><p><span>Teknoloji \u015firketlerin personel say\u0131s\u0131n\u0131 azaltmas\u0131na yard\u0131mc\u0131 olurken, baz\u0131 i\u015flerin kullan\u0131lmaz hale gelmesine de neden olabiliyor.\u00a0<\/span><strong><span>Bu, \u00e7al\u0131\u015fanlar\u0131n i\u015f g\u00fcvenli\u011fine olan g\u00fcvenlerini azaltabilir<\/span><\/strong><span>.\u00a0Geli\u015fmi\u015f yapay zekan\u0131n muhasebe ve blog yazarl\u0131\u011f\u0131 gibi vas\u0131f gerektiren i\u015fleri halledebilece\u011fini, yani etkilenecek olan\u0131n yaln\u0131zca d\u00fc\u015f\u00fck seviyeli g\u00f6revler olmayaca\u011f\u0131n\u0131 belirtmekte fayda var.<\/span><\/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-368d547 elementor-widget elementor-widget-heading\" data-id=\"368d547\" 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 etik\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbb0e1e elementor-widget elementor-widget-text-editor\" data-id=\"cbb0e1e\" 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 topluma pek \u00e7ok fayda sunuyor. Ancak etik alan\u0131nda da \u00e7e\u015fitli ikilemleri beraberinde getiriyor. Bunlar aras\u0131nda kullan\u0131c\u0131 gizlili\u011fi riski, tarafs\u0131zl\u0131\u011f\u0131n karma\u015f\u0131kl\u0131\u011f\u0131 ve bilin\u00e7siz \u00f6nyarg\u0131 sorunu yer al\u0131yor.<\/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-30c5019 elementor-widget elementor-widget-heading\" data-id=\"30c5019\" 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<h3 class=\"elementor-heading-title elementor-size-default\">1. Kullan\u0131c\u0131 Gizlili\u011fine Y\u00f6nelik Riskler\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e5718c elementor-widget elementor-widget-text-editor\" data-id=\"9e5718c\" 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>\u015eirketler YZ sistemlerine \u00e7ok fazla veri besliyor ve bu bilgiler veri ihlallerine kar\u015f\u0131 hassast\u0131r. Veri kayb\u0131 kimlik h\u0131rs\u0131zl\u0131\u011f\u0131na ve di\u011fer ciddi sorunlara yol a\u00e7abilir.\u00a0<strong>Yapay zeka sistemlerinin ki\u015filerin izni olmaks\u0131z\u0131n ki\u015fisel veriler \u00fcretmesi de m\u00fcmk\u00fcnd\u00fcr<\/strong> .\u00a0Kullan\u0131c\u0131 gizlili\u011fine izinsiz giren bir ba\u015fka YZ t\u00fcr\u00fc de y\u00fcz tan\u0131mad\u0131r.\u00a0Bu teknoloji t\u00fcr\u00fc, ki\u015filerin r\u0131zas\u0131 olmadan kimliklerini tespit edebilir.\u00a0Ger\u00e7ek zamanl\u0131 kamu g\u00f6zetiminin kullan\u0131lmas\u0131n\u0131 veya genellikle yasal olarak yorumlanmayan veritabanlar\u0131n\u0131n toplanmas\u0131n\u0131 i\u00e7erir.\u00a0G\u00fcvenlik kameralar\u0131n\u0131n bulundu\u011fu bir \u015fehirde bir ki\u015finin hareketini takip etmek i\u00e7in kullan\u0131labilir.\u00a0<strong>Y\u00fcz tan\u0131ma teknolojisi d\u00fcnyan\u0131n bir\u00e7ok yerinde yasa d\u0131\u015f\u0131 kabul ediliyor<\/strong>\u00e7\u00fcnk\u00fc insanlar\u0131n mahremiyetini ihlal ediyor. Sa\u011fl\u0131k takibi YZ&#8217;da da etik bir konudur ve bu, Covid-19 salg\u0131n\u0131 s\u0131ras\u0131nda d\u00fcnya \u00e7ap\u0131nda b\u00fcy\u00fck bir endi\u015fe kayna\u011f\u0131yd\u0131. Genel olarak YZ, ki\u015fisel bilgilerin analizini yeni seviyelere \u00e7\u0131kar\u0131yor ve bu da ki\u015fisel mahremiyete m\u00fcdahale ediyor.<\/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-871a1c5 elementor-widget elementor-widget-heading\" data-id=\"871a1c5\" 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<h3 class=\"elementor-heading-title elementor-size-default\">2. Teknolojide Tarafs\u0131zl\u0131\u011f\u0131n Karma\u015f\u0131kl\u0131\u011f\u0131\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a789db7 elementor-widget elementor-widget-text-editor\" data-id=\"a789db7\" 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 geleneksel olarak tarafs\u0131z bir teknoloji olarak g\u00f6r\u00fcl\u00fcyor ancak bunun ger\u00e7eklikten uzak oldu\u011fu kan\u0131tland\u0131. Bu teknoloji,\u00a0<strong>bireyleri \u0131rklar\u0131ndan veya di\u011fer \u00f6zelliklerinden dolay\u0131 kolayca uyumsuz hale<\/strong>\u00a0getirebilir .\u00a0Ayn\u0131 zamanda kredi vermede de kullan\u0131l\u0131yor ve insanlara cinsiyetleri veya \u0131rklar\u0131 nedeniyle ayr\u0131mc\u0131l\u0131k yapabiliyor.\u00a0\u00d6rne\u011fin, ayn\u0131 kredi ge\u00e7mi\u015fine ve gelire sahip bir erkek ve kad\u0131n, yaln\u0131zca cinsiyetlerinden dolay\u0131 farkl\u0131 boyutlarda krediler i\u00e7in onay alabilir.\u00a0<strong>Tarafs\u0131zl\u0131ktaki karma\u015f\u0131kl\u0131k, insanlar\u0131n veri toplama s\u00fcreci arac\u0131l\u0131\u011f\u0131yla bilmeden mevcut stereotipleri aktarmas\u0131 nedeniyle ortaya \u00e7\u0131k\u0131yor<\/strong>. Geli\u015ftirici ayr\u0131ca sistemleri programlarken kendi \u00f6nyarg\u0131lar\u0131n\u0131 da uygulayabilir. YZ hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131nda karar vermek i\u00e7in kullan\u0131ld\u0131\u011f\u0131ndan, bu \u00f6nemli bir etik kayg\u0131d\u0131r. Sa\u011fl\u0131k sekt\u00f6r\u00fcnde, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a> sekt\u00f6r\u00fcnde ve di\u011fer \u00f6nemli end\u00fcstrilerde uygulan\u0131r. Hatta bu \u00f6nyarg\u0131 nedeniyle baz\u0131 i\u015f adaylar\u0131n\u0131 filtreleyebilir.<\/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-615b7e8 elementor-widget elementor-widget-image\" data-id=\"615b7e8\" 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=\"562\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/08\/Yapay-Zeka-ve-Etik.jpg\" class=\"attachment-large size-large wp-image-4042\" alt=\"Yapay Zeka ve Etik\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/08\/Yapay-Zeka-ve-Etik.jpg 999w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/08\/Yapay-Zeka-ve-Etik-300x200.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/08\/Yapay-Zeka-ve-Etik-768x512.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/08\/Yapay-Zeka-ve-Etik-18x12.jpg 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 ve Etik<\/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-db9f703 elementor-widget elementor-widget-heading\" data-id=\"db9f703\" 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<h3 class=\"elementor-heading-title elementor-size-default\">3. Verilerde Bilin\u00e7siz \u00d6nyarg\u0131\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5699e elementor-widget elementor-widget-text-editor\" data-id=\"4b5699e\" 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><a class=\"ek-link\" href=\"https:\/\/www.healthcareitnews.com\/news\/how-ai-bias-happens-and-how-eliminate-it#:~:text=Bias%20in%20AI%20occurs%20when,how%20AI%20outputs%20are%20interpreted.\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"Yapay zekada \u00f6nyarg\u0131 (yeni bir sekmede a\u00e7\u0131l\u0131r)\">Yapay zekada \u00f6nyarg\u0131,<\/a>\u00a0sonu\u00e7lar\u0131n geni\u015f \u00e7apta genelle\u015ftirilememesi durumunda ortaya \u00e7\u0131kar.\u00a0Bu sorun, e\u011fitim verilerindeki tercihlerden veya hari\u00e7 tutmalardan kaynaklanabilece\u011fi gibi, verilerin nas\u0131l elde edildi\u011finden ve algoritman\u0131n nas\u0131l tasarland\u0131\u011f\u0131ndan da ortaya \u00e7\u0131kmaktad\u0131r.\u00a0\u00d6rne\u011fin\u00a0<strong>bir ara\u015ft\u0131rmac\u0131 bir \u015fehirdeki insanlar\u0131n boylar\u0131na ili\u015fkin veri toplayabilir<\/strong>. Bu bilgiler, anket yap\u0131lan ki\u015filere veya verilerin topland\u0131\u011f\u0131 zamana ba\u011fl\u0131 olarak bilin\u00e7siz \u00f6nyarg\u0131lar sunabilir. Bir veri setinde \u00f6nyarg\u0131 varsa YZ sistemleri \u00f6nyarg\u0131y\u0131 uygularken \u00f6\u011frenecektir. Bilin\u00e7siz \u00f6nyarg\u0131, ayr\u0131mc\u0131l\u0131\u011fa yol a\u00e7abilece\u011fi i\u00e7in etik sorunlar da ortaya \u00e7\u0131karabilir.\u00a0<strong>\u00d6rne\u011fin bir \u015firket i\u015fe al\u0131m s\u00fcrecinde \u00e7e\u015fitlili\u011fi art\u0131rmak i\u00e7in YZ&#8217;y\u0131 kullanabilir<\/strong>. Ancak sistem, besledi\u011fi verilerden \u00f6\u011frendi\u011fi i\u00e7in demografik gruplara g\u00f6re belirli ba\u015fvuru sahiplerini tercih edecek. Hukuk sistemleri ayr\u0131ca YZ makinelerini e\u011fiterek daha standart ve adil cezaland\u0131rma y\u00f6nergeleri olu\u015fturmaya \u00e7al\u0131\u015fabilir, ancak bunlar\u0131n yine de belirli gruplardan insanlara daha sert cezalar vermesi muhtemeldir.<\/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-f9bd46f elementor-widget elementor-widget-heading\" data-id=\"f9bd46f\" 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<h3 class=\"elementor-heading-title elementor-size-default\">4. Neden k\u00fclt\u00fcr ve toplum konular\u0131n\u0131 tekrarlay\u0131p duruyoruz?\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cf965e elementor-widget elementor-widget-text-editor\" data-id=\"4cf965e\" 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>YZ sistemleri, insanlar gibi d\u00fc\u015f\u00fcnmeleri gerekti\u011fi i\u00e7in toplumsal normlar\u0131 <\/strong><strong>kopyal\u0131yor<\/strong>.\u00a0\u00d6rne\u011fin, \u00e7eviriye y\u00f6nelik makine \u00f6\u011frenimi modellerinin, erkek adlar\u0131n\u0131 &#8216;maa\u015f&#8217; veya &#8216;profesyonel&#8217; gibi kelimelerle, kad\u0131n adlar\u0131n\u0131 ise &#8216;d\u00fc\u011f\u00fcn&#8217; gibi terimlerle ili\u015fkilendirdi\u011fi kaydedildi.\u00a0Algoritman\u0131n kendi ba\u015f\u0131na ili\u015fkilendirme yapmas\u0131 pek olas\u0131 de\u011fildir ve yaln\u0131zca bu cinsiyet kinayelerini yans\u0131tan metinler \u00fczerinde e\u011fitilmi\u015f 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-4b9321f elementor-widget elementor-widget-heading\" data-id=\"4b9321f\" 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\">Muhtemel \u00e7\u00f6z\u00fcmler\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc652d7 elementor-widget elementor-widget-text-editor\" data-id=\"bc652d7\" 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>D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki h\u00fck\u00fcmetler, m\u00fc\u015fterileri verilerinin k\u00f6t\u00fcye kullan\u0131lmas\u0131ndan korumak i\u00e7in yasalar \u00e7\u0131kard\u0131.\u00a0Avrupa Birli\u011fi yak\u0131n zamanda \u015firketlerin m\u00fc\u015fteri verilerini nas\u0131l korumas\u0131 gerekti\u011fini belirleyen Genel Veri Koruma Y\u00f6netmeli\u011fi (GDPR) yasas\u0131n\u0131 kabul etti.\u00a0B\u00f6lgede faaliyet g\u00f6steren web sitelerinin mal ve hizmet sat\u0131\u015f\u0131na devam edebilmeleri i\u00e7in bu yasaya uymalar\u0131 gerekiyor.<\/p><p>Sistemi e\u011fitirken cinsiyet ayr\u0131m\u0131 g\u00f6zetmeyen bir dil kullan\u0131larak yapay zekadaki \u00f6nyarg\u0131 azalt\u0131labilir.\u00a0\u00d6rne\u011fin\u00a0<strong>&#8216;i\u015f adam\u0131&#8217; kelimesini kullanmak yerine &#8216;i\u015f adam\u0131&#8217; terimini kullanabilirsiniz<\/strong> .\u00a0Bu, sistemin insanlara cinsiyete dayal\u0131 ayr\u0131mc\u0131l\u0131k yapmas\u0131n\u0131 zorla\u015ft\u0131racakt\u0131r.\u00a0\u015eirketlerin YZ sistemini e\u011fitmek i\u00e7in \u00e7e\u015fitli ekipler kullanmas\u0131 da gerekiyor. YZ sisteminin m\u00fc\u015fterileri ve kullan\u0131c\u0131lar\u0131, geli\u015ftiricinin sistemin nas\u0131l performans g\u00f6sterdi\u011fini takip edebilmesi i\u00e7in geri bildirim de sunabilir. Kullan\u0131c\u0131lardan ald\u0131\u011f\u0131n\u0131z geri bildirimlere g\u00f6re modeli nas\u0131l geli\u015ftirebilece\u011finize dair somut bir plan\u0131n\u0131z\u0131n olmas\u0131 gerekir. Modelin yarat\u0131c\u0131s\u0131 da yeterli ve kaliteli bilgi vermelidir.<\/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-37c8e42 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"37c8e42\" 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-75ef063\" data-id=\"75ef063\" 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-082ede9 elementor-widget elementor-widget-image\" data-id=\"082ede9\" 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-fa3bdd0 elementor-widget elementor-widget-heading\" data-id=\"fa3bdd0\" 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-ebbecc3 elementor-widget elementor-widget-heading\" data-id=\"ebbecc3\" 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-44ecbca elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"44ecbca\" 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-39f2ab2\" data-id=\"39f2ab2\" 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-228714b elementor-widget elementor-widget-heading\" data-id=\"228714b\" 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-9b67690 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"9b67690\" 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=\"5478\">\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 geli\u015ftirmede etik ikilemler Yapay zeka (YZ) e\u015fi benzeri olmayan bir h\u0131zla geli\u015fiyor. Peki bu sistemler ne kadar tarafl\u0131? Etik her zamankinden daha \u00f6nemli&hellip;<\/p>","protected":false},"author":1,"featured_media":5480,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[102,17,7,48],"class_list":["post-5478","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-etik","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5478","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=5478"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5478\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5480"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5478"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5478"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}