{"id":5991,"date":"2023-10-02T09:57:20","date_gmt":"2023-10-02T09:57:20","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5991"},"modified":"2023-10-02T09:57:22","modified_gmt":"2023-10-02T09:57:22","slug":"kullandiginiz-yapay-zekaya-guvenebileceginizden-emin-misiniz","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/kullandiginiz-yapay-zekaya-guvenebileceginizden-emin-misiniz\/","title":{"rendered":"Kulland\u0131\u011f\u0131n\u0131z Yapay Zekaya G\u00fcvenebilece\u011finizden Emin Misiniz?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5991\" class=\"elementor elementor-5991\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-34f2c13 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"34f2c13\" 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-1b3f041\" data-id=\"1b3f041\" 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-4b9284c elementor-widget elementor-widget-shortcode\" data-id=\"4b9284c\" 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-3843129 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3843129\" 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-4a09a09\" data-id=\"4a09a09\" 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-a19befa elementor-widget elementor-widget-heading\" data-id=\"a19befa\" 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\">Kulland\u0131\u011f\u0131n\u0131z Yapay Zekaya G\u00fcvenebilece\u011finizden Emin Misiniz?<\/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-dbf49af elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dbf49af\" 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-e5a2be7\" data-id=\"e5a2be7\" 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-3f59660 elementor-widget elementor-widget-text-editor\" data-id=\"3f59660\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\">Herhangi bir sonuca inanmadan \u00f6nce modeli kimin, nas\u0131l ve hangi verilerle e\u011fitti\u011fini bilmek gereklidir.<\/div><\/div><\/div><div class=\"written-by-container\"><p>G\u00fcn\u00fcm\u00fcz\u00fcn dijital altyap\u0131s\u0131 internete dayal\u0131yken, yar\u0131n\u0131n altyap\u0131s\u0131\u00a0<a href=\"https:\/\/aix.web.tr\/yapay-zeka-nedir\/\" target=\"_blank\" rel=\"noopener\">yapay zekaya<\/a> (YZ) dayal\u0131 olacak. \u0130nternet, kurumsal kaynaklar\u0131 k\u00f6t\u00fc niyetli sald\u0131r\u0131lardan korumak i\u00e7in y\u00f6neti\u015fim yap\u0131lar\u0131na ve g\u00fcvenlik \u00f6nlemlerine sahiptir, ancak <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> i\u00e7in e\u015fde\u011fer bir \u00e7\u00f6z\u00fcm yoktur. Yapay zeka modellerinin olu\u015fturulmas\u0131, bunlar\u0131n konu\u015fland\u0131r\u0131lmas\u0131 ve daha sonraki y\u00f6netim ve kullan\u0131mdan kald\u0131r\u0131lmalar\u0131 etraf\u0131nda bir yap\u0131 geli\u015ftirmeye acil ihtiya\u00e7 vard\u0131r. Yapay zekan\u0131n kullan\u0131m\u0131 artt\u0131k\u00e7a, y\u0131k\u0131c\u0131 bir ba\u015far\u0131s\u0131zl\u0131k riski de art\u0131yor. Yapay zeka y\u00f6netimi olmadan yapay zekaya g\u00fcvenilemez ve asl\u0131nda bir dizi yeni sald\u0131r\u0131 ve g\u00fcvenlik a\u00e7\u0131\u011f\u0131na kap\u0131 a\u00e7\u0131labilir.<\/p><p>Sa\u011flay\u0131c\u0131lar, kullan\u0131c\u0131lara modelin do\u011fru, y\u00fcksek kaliteli verilere dayand\u0131\u011f\u0131na, sa\u011flam y\u00f6ntemler kullan\u0131larak e\u011fitildi\u011fine, kullan\u0131m k\u0131s\u0131tlamalar\u0131na (veya: modelin hangi ko\u015fullar alt\u0131nda etkili veya etkisiz oldu\u011funa) ve modelin k\u00f6kenlerinin iyi anla\u015f\u0131ld\u0131\u011f\u0131na dair g\u00fcvence verebilmelidir\u00a0.\u00a0zay\u0131fl\u0131klar hesaba kat\u0131lm\u0131\u015f ve modelde de\u011fi\u015fiklik yap\u0131lmam\u0131\u015ft\u0131r.\u00a0Model,\u00a0<a href=\"https:\/\/aix.web.tr\/makine-ogrenmesi-algoritmalari-ne-ise-yarar\/\">makine \u00f6\u011frenmesi\u00a0<\/a>modelinin hedefi olan sorunun ger\u00e7ek do\u011fas\u0131 olan\u00a0&#8220;temel ger\u00e7e\u011fi&#8221; do\u011fru bir \u015fekilde yans\u0131tmal\u0131d\u0131r.\u00a0Temel ger\u00e7e\u011fin zaman i\u00e7inde de\u011fi\u015fip de\u011fi\u015fmedi\u011fi daha ayr\u0131nt\u0131l\u0131 olarak de\u011ferlendirilmeli ve e\u011fer \u00f6yleyse, de\u011fi\u015fiklikleri yans\u0131tacak \u015fekilde modeli yeniden e\u011fitmek i\u00e7in bir s\u00fcre\u00e7 olmal\u0131d\u0131r.<\/p><p>Bir yapay zeka modelinin g\u00fcvenilirli\u011fini de\u011ferlendirmeye yard\u0131mc\u0131 olan fakt\u00f6rlere bakal\u0131m: e\u011fitim verilerinin kayna\u011f\u0131, model kalitesi ve model k\u0131s\u0131tlamalar\u0131.<\/p><\/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-2ebfb3e elementor-widget elementor-widget-image\" data-id=\"2ebfb3e\" 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=\"421\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-1024x511.jpg\" class=\"attachment-large size-large wp-image-5992\" alt=\"Kulland\u0131\u011f\u0131n\u0131z Yapay Zekaya G\u00fcvenebilece\u011finizden Emin Misiniz?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-1024x511.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-300x150.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-768x383.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-1536x766.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-2048x1021.jpg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Zekaya-Guvenebileceginizden-Emin-Misiniz-18x9.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\">Kulland\u0131\u011f\u0131n\u0131z Yapay Zekaya G\u00fcvenebilece\u011finizden Emin Misiniz?<\/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-f8f676c elementor-widget elementor-widget-heading\" data-id=\"f8f676c\" 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 MODEL\u0130N\u0130N G\u00dcVEN\u0130L\u0130RL\u0130\u011e\u0130N\u0130 BEL\u0130RLEMEDE 3 FAKT\u00d6R<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4df5d7 elementor-widget elementor-widget-text-editor\" data-id=\"e4df5d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"description\"><ol><li>Veri kayna\u011f\u0131<\/li><li>Modelin kalitesi<\/li><li>Model k\u0131s\u0131tlamalar\u0131<\/li><\/ol><\/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-54b2b48 elementor-widget elementor-widget-heading\" data-id=\"54b2b48\" 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\">Veri kayna\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-80381ff elementor-widget elementor-widget-text-editor\" data-id=\"80381ff\" 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=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-15\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>G\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 en aza indirmek amac\u0131yla yapay zeka modellerinin b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fcn korunmas\u0131, yapay zeka g\u00fcvenli\u011finin temelini olu\u015fturan \u00f6nemli bir unsurdur. Bu, \u00fc\u00e7\u00fcnc\u00fc taraflar\u0131n yapay zeka modellerinin istatistiksel \u00f6zelliklerini yan\u0131ltmak amac\u0131yla kullanmalar\u0131n\u0131 engellemenin yan\u0131 s\u0131ra, yapay zeka modellerinin temel i\u015fleyi\u015fine zarar vermekten ka\u00e7\u0131nmay\u0131 i\u00e7erir.<\/p><p>Yapay zeka modelleri genellikle &#8220;kara kutular&#8221; olarak adland\u0131r\u0131l\u0131r \u00e7\u00fcnk\u00fc bir kez e\u011fitildikten sonra, modelin temel \u00f6zelliklerini anlamak veya modelin tahminlerde nas\u0131l i\u015fledi\u011fini anlamak olduk\u00e7a zor olabilir. Bu nedenle, e\u011fitim verilerinin tarafs\u0131z ve g\u00fcvenilir bir kaynaktan gelmesi son derece \u00f6nemlidir. Yapay zeka modelinin e\u011fitildi\u011fi verilere g\u00fcvenilirlik sa\u011flamak, modelin do\u011fru ve g\u00fcvenilir sonu\u00e7lar \u00fcretmesini sa\u011flaman\u0131n bir yolu olarak kabul edilir.<\/p><p>Yapay zeka modelleri, hacklenmeye a\u00e7\u0131k olabilir ve d\u00fc\u015fmanca sald\u0131r\u0131lar, yan\u0131lt\u0131c\u0131 verileri kullanarak yapay zeka modellerini manip\u00fcle etmeye \u00e7al\u0131\u015fabilir. E\u011fitim verilerinin de\u011fi\u015ftirilmesi veya modelin mimarisinin de\u011fi\u015ftirilmesi gibi y\u00f6ntemler, bir yapay zeka modelinin istatistiksel \u00f6zelliklerini de\u011fi\u015ftirerek do\u011fru kararlar verme yetene\u011fini etkileyebilir. Bu nedenle, yapay zeka g\u00fcvenli\u011fini sa\u011flamak i\u00e7in hem e\u011fitim verilerinin g\u00fcvenilirli\u011fi hem de modelin korunmas\u0131 \u00f6nemlidir.<\/p><p>Yapay zeka modelleri, a\u00e7\u0131k\u00e7a tan\u0131mlanm\u0131\u015f k\u0131s\u0131tlamalara, y\u00fcksek kaliteli e\u011fitim verilerine ve m\u00fcmk\u00fcnse \u00f6nceden e\u011fitilmi\u015f modellere\u00a0sahip algoritmalara dayan\u0131r.\u00a0Modelin hangi ama\u00e7la tasarland\u0131\u011f\u0131 da dikkate al\u0131nmas\u0131 gereken bir konudur.\u00a0Y\u00fcksek kaliteli modeller olu\u015fturmak i\u00e7in y\u00fcksek kaliteli veri k\u00fcmelerine ihtiya\u00e7 vard\u0131r; bu yaln\u0131zca yeterli veriye sahip olmay\u0131 de\u011fil, ayn\u0131 zamanda\u00a0<a href=\"https:\/\/www.nytimes.com\/2019\/11\/11\/technology\/artificial-intelligence-bias.html\" target=\"_blank\" rel=\"noopener\">g\u00fcvenilir bir kaynaktan gelen tarafs\u0131z ve temsili verilere<\/a> de sahip olmay\u0131 gerektirir.<\/p><p>Model kalitesi istatistiksel olarak verilmektedir ancak \u00f6nemli uyar\u0131lar vard\u0131r.\u00a0Veriler modelleri e\u011fitmek i\u00e7in kullan\u0131l\u0131r ve veriler\u00a0tarafl\u0131 veya yanl\u0131\u015fsa\u00a0do\u011frulama i\u00e7in kullan\u0131lan verilerin de tarafl\u0131 veya yanl\u0131\u015f olmas\u0131 muhtemeldir.\u00a0Modelin y\u00fcksek do\u011frulu\u011fa sahip oldu\u011fu g\u00f6r\u00fclecektir ancak ger\u00e7ekte bu sadece k\u00f6t\u00fc bir modeldir.\u00a0\u00d6rne\u011fin Google, yapay zekay\u0131 y\u00fczleri tan\u0131mas\u0131 i\u00e7in e\u011fitti, ancak e\u011fitim verilerinde siyahi ki\u015filerin bulunmamas\u0131 nedeniyle\u00a0<a href=\"https:\/\/www.nytimes.com\/2021\/03\/15\/technology\/artificial-intelligence-google-bias.html\" target=\"_blank\" rel=\"noopener\">model, koyu ten tonlu y\u00fczleri yanl\u0131\u015f s\u0131n\u0131fland\u0131rd\u0131.<\/a><\/p><\/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-ff1b00f elementor-widget elementor-widget-heading\" data-id=\"ff1b00f\" 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\">Modelin Kalitesi\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92b3e79 elementor-widget elementor-widget-text-editor\" data-id=\"92b3e79\" 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=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-15\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Algoritma se\u00e7imi, nihai model \u00fczerinde \u00f6nemli bir etkiye sahip olabilir, \u00e7\u00fcnk\u00fc modelin genel etkinli\u011fi, algoritma ve veri k\u00fcmesinin birle\u015fiminin sonucu olarak \u015fekillenir. Modelin etkinli\u011fi, genellikle \u00e7\u00f6z\u00fclen soruna ba\u011fl\u0131 olarak tan\u0131mlanmal\u0131d\u0131r. \u00d6rne\u011fin, yanl\u0131\u015f pozitifler mi, yoksa yanl\u0131\u015f negatifler mi daha riskli olabilir?<\/p><p>Deneyimli bir yaz\u0131l\u0131m geli\u015ftirici, geleneksel bilgisayar programlar\u0131n\u0131n kodunu okuyabilirken, yapay zeka modelleri hakk\u0131nda herhangi bir davran\u0131\u015fsal bilgi sunmazlar. Yapay zeka modelleri sadece bir dizi say\u0131dan ibarettir ve bu say\u0131lar, yapay zeka modelinin davran\u0131\u015f\u0131n\u0131 anlamak i\u00e7in yetersizdir. Yapay zeka modelleri, istatistiksel bir \u015fekilde davran\u0131r ve tahminler, olas\u0131l\u0131k temellidir. Olas\u0131l\u0131k, &#8220;profil&#8221; de\u011fi\u015fiklikleri yap\u0131ld\u0131\u011f\u0131nda do\u011frulu\u011fu belirlemeyi zorla\u015ft\u0131r\u0131r.<\/p><p>T\u00fcm yapay zeka modelleri, ili\u015fkilendirilen tahminleri bir olas\u0131l\u0131k d\u00fczeyiyle sunarlar. Bir yapay zeka modeli, bir k\u00f6pe\u011fin foto\u011fraf\u0131n\u0131 k\u00f6pek olarak s\u0131n\u0131fland\u0131r\u0131yorsa, bu kesin bir ifade de\u011fildir; yaln\u0131zca foto\u011fraf\u0131n bir k\u00f6pe\u011fe ait olma olas\u0131l\u0131\u011f\u0131n\u0131n belirli bir y\u00fczdesidir. Bir yapay zeka modelinin test edilmesi, yaln\u0131zca istatistiksel olarak yap\u0131labilir. \u00d6rne\u011fin, bir\u00e7ok foto\u011fraf \u00e7ekmek ve modelin bir g\u00f6r\u00fcnt\u00fcn\u00fcn bir k\u00f6pe\u011fe ait oldu\u011funu ne s\u0131kl\u0131kla ba\u015far\u0131l\u0131 bir \u015fekilde tahmin etti\u011fini g\u00f6zlemlemek gereklidir.<\/p><\/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-34df96c elementor-widget elementor-widget-heading\" data-id=\"34df96c\" 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\">Model K\u0131s\u0131tlamalar\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-d33d0d7 elementor-widget elementor-widget-text-editor\" data-id=\"d33d0d7\" 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=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-15\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Modelin yarat\u0131lma amac\u0131n\u0131 anlamak, modelin kalitesini belirlemede hayati bir rol oynamaktad\u0131r. Her model belirli bir amac\u0131 yerine getirmek \u00fczere tasarlan\u0131r ve bu ama\u00e7 do\u011frultusunda e\u011fitilir. Ancak bir model, s\u0131n\u0131rl\u0131 veri ve e\u011fitimle s\u0131n\u0131rl\u0131d\u0131r; sadece maruz kald\u0131\u011f\u0131 verilere dayal\u0131 olarak tahminlerde bulunabilir. \u00d6rne\u011fin, k\u00f6pekleri ve kedileri tan\u0131mak amac\u0131yla e\u011fitilen bir model, sincaplar\u0131 tan\u0131yamayabilir ve hatta sincaplar\u0131 yanl\u0131\u015fl\u0131kla k\u00f6pek veya kedi olarak s\u0131n\u0131fland\u0131rabilir. Prostat bezindeki t\u00fcm\u00f6rleri tespit etmek amac\u0131yla e\u011fitilen bir model, akci\u011ferdeki t\u00fcm\u00f6rleri tespit etmek i\u00e7in kullan\u0131lamaz; \u00e7\u00fcnk\u00fc bu t\u00fcm\u00f6r t\u00fcrleri \u00fczerinde e\u011fitilmemi\u015ftir.<\/p><p>Her modelin belirli bir amac\u0131 vard\u0131r ve bu ama\u00e7 do\u011frultusunda e\u011fitilir. Bu nedenle, bir modelin e\u011fitildi\u011fi s\u0131n\u0131flar d\u0131\u015f\u0131ndaki verilerle kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda, bu verileri e\u011fitim ald\u0131\u011f\u0131 s\u0131n\u0131flarla ili\u015fkilendirmeye \u00e7al\u0131\u015facakt\u0131r. \u00d6rne\u011fin, k\u00f6pekleri ve kedileri tespit etmek i\u00e7in e\u011fitilmi\u015f bir model d\u00fc\u015f\u00fcn\u00fcn ve bu modele bir sincap foto\u011fraf\u0131 verildi\u011fini hayal edin. Model, sincab\u0131n ne oldu\u011fu konusunda bilgi sahibi olmad\u0131\u011f\u0131 i\u00e7in sincab\u0131 yanl\u0131\u015fl\u0131kla k\u00f6pek veya kedi olarak s\u0131n\u0131fland\u0131rmaya \u00e7al\u0131\u015facakt\u0131r.<\/p><p>Modeller, genellikle &#8220;\u00f6nceden e\u011fitilmi\u015f&#8221; modeller kullan\u0131larak veya ba\u015fka bir modelin temel olarak kullan\u0131lmas\u0131yla e\u011fitilebilir. \u00d6rne\u011fin, k\u00f6pekler ve kediler \u00fczerinde e\u011fitilen bir modeli ele alal\u0131m. Bu model, sincaplar\u0131 tan\u0131mak i\u00e7in &#8220;geni\u015fletilebilir&#8221;. E\u011fer \u00f6nceden e\u011fitilmi\u015f bir model kullan\u0131l\u0131yorsa, bu modelin kalitesini de\u011ferlendirmek \u00f6nemlidir.<\/p><p>Son olarak, bir modelin g\u00fcncelli\u011fi de g\u00f6z \u00f6n\u00fcnde bulundurulmal\u0131d\u0131r. Bir yapay zeka modelinin do\u011frulu\u011fu zamanla azalabilir. \u00d6rne\u011fin, haber makaleleri i\u00e7in heyecan verici ba\u015fl\u0131klar olu\u015fturmak amac\u0131yla tasarlanm\u0131\u015f bir model d\u00fc\u015f\u00fcn\u00fcn; s\u00fcrekli de\u011fi\u015fen haber trendleri ve d\u00f6ng\u00fcleri nedeniyle, model zamanla daha az etkili hale gelebilir. Ayn\u0131 \u015fekilde, bir m\u00fc\u015fterinin en uygun sigorta primini tahmin etmek i\u00e7in kullan\u0131lan bir model, m\u00fc\u015fterinin demografik yap\u0131s\u0131, \u00e7evresi veya al\u0131\u015fkanl\u0131klar\u0131 de\u011fi\u015ftik\u00e7e de\u011fi\u015febilir. Bu nedenle, bir modelin g\u00fcncelli\u011fini s\u0131k s\u0131k kontrol etmek \u00f6nemlidir.<\/p><\/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\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-fbff472 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fbff472\" 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-6d29d42\" data-id=\"6d29d42\" 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-be6e7ac elementor-widget elementor-widget-image\" data-id=\"be6e7ac\" 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 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-28eec10 elementor-widget elementor-widget-heading\" data-id=\"28eec10\" 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-33b3fb4 elementor-widget elementor-widget-heading\" data-id=\"33b3fb4\" 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-1d151e0 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"1d151e0\" 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-8e7eb74\" data-id=\"8e7eb74\" 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-b858ec5 elementor-widget elementor-widget-heading\" data-id=\"b858ec5\" 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-550e1ec premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"550e1ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"5991\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Kulland\u0131\u011f\u0131n\u0131z Yapay Zekaya G\u00fcvenebilece\u011finizden Emin Misiniz? Herhangi bir sonuca inanmadan \u00f6nce modeli kimin, nas\u0131l ve hangi verilerle e\u011fitti\u011fini bilmek gereklidir. G\u00fcn\u00fcm\u00fcz\u00fcn dijital altyap\u0131s\u0131 internete dayal\u0131yken,&hellip;<\/p>","protected":false},"author":1,"featured_media":5992,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17],"class_list":["post-5991","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\/5991","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=5991"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5991\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5992"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5991"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5991"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5991"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}