{"id":6172,"date":"2024-01-08T10:27:58","date_gmt":"2024-01-08T10:27:58","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6172"},"modified":"2024-04-01T04:39:38","modified_gmt":"2024-04-01T04:39:38","slug":"goruntu-transformatoru-vit-nedir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/goruntu-transformatoru-vit-nedir\/","title":{"rendered":"G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6172\" class=\"elementor elementor-6172\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bfc5ca9 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bfc5ca9\" data-element_type=\"section\" data-e-type=\"section\" 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elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e6ed2da elementor-widget elementor-widget-heading\" data-id=\"e6ed2da\" 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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT) Nedir?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f4fafae elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f4fafae\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div 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data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT), g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma ve di\u011fer bilgisayarl\u0131 g\u00f6rme g\u00f6revlerinde kullan\u0131lan bir sinir a\u011f\u0131 t\u00fcr\u00fcd\u00fcr. Bu, s\u0131ral\u0131 verilerle u\u011fra\u015fan \u00e7e\u015fitli y\u00f6ntemlerin ilgin\u00e7 bir evrimini g\u00f6sterir. Rek\u00fcrrensin (RNN&#8217;ler) dezavantajlar\u0131ndan uzakla\u015f\u0131p, uzun k\u0131sa s\u00fcreli bellek (LSTM) ve g\u00f6r\u00fcnt\u00fc uygulamalar\u0131 i\u00e7in kullan\u0131lan g\u00f6r\u00fcnt\u00fc transformat\u00f6rlerine odakland\u0131k.<\/p><p><strong>G\u00d6R\u00dcNT\u00dc TRANSFORMAT\u00d6R\u00dc TANIMI <\/strong><\/p><p>G\u00f6r\u00fcnt\u00fc transformat\u00f6r\u00fc, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma ve di\u011fer bilgisayarl\u0131 g\u00f6rme g\u00f6revlerinde kullan\u0131lan bir sinir a\u011f\u0131d\u0131r. Bu, g\u00f6r\u00fcnt\u00fcleri vekt\u00f6rlerle temsil edilen bir dizi yama olarak ifade ederek ger\u00e7ekle\u015fir ve bu yamalar daha sonra modeli e\u011fitmek i\u00e7in bir transformat\u00f6r kodlay\u0131c\u0131ya iletilir.<\/p><p>G\u00f6r\u00fcnt\u00fc transformat\u00f6rlerine ge\u00e7meden \u00f6nce, a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere akla gelebilecek birka\u00e7 soru vard\u0131:<\/p><ul><li>G\u00f6r\u00fcnt\u00fcler i\u00e7in konumsal yerle\u015ftirmeleri ve kodlamalar\u0131 kullanabilir miyim?<\/li><li>Bilgi istemine dayal\u0131 bir yakla\u015f\u0131m\u0131 bir g\u00f6r\u00fcnt\u00fc i\u00e7in kullanabilir miyim?<\/li><li>Bir g\u00f6r\u00fcnt\u00fc i\u00e7in transformat\u00f6r mimarisini uygulayabilir miyim?<\/li><\/ul><p>K\u0131sacas\u0131, evet. G\u00f6r\u00fcnt\u00fc transformat\u00f6rleri, bu sorular\u0131n her birine cevap verebilir. \u015eimdi, g\u00f6r\u00fcnt\u00fc transformat\u00f6rlerinin temel prensiplerine bir g\u00f6z atal\u0131m.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92888b1 elementor-widget elementor-widget-image\" data-id=\"92888b1\" 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=\"359\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Goruntu-Transformatoru-ViT-Nedir.jpg\" class=\"attachment-large size-large wp-image-6174\" alt=\"G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT) Nedir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Goruntu-Transformatoru-ViT-Nedir.jpg 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Goruntu-Transformatoru-ViT-Nedir-300x128.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Goruntu-Transformatoru-ViT-Nedir-768x327.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Goruntu-Transformatoru-ViT-Nedir-18x8.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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT) Nedir?<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-43e4e2c elementor-widget elementor-widget-heading\" data-id=\"43e4e2c\" 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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc Nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cb33c9 elementor-widget elementor-widget-text-editor\" data-id=\"9cb33c9\" 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\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT), g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma ve di\u011fer bilgisayarl\u0131 g\u00f6rme g\u00f6revlerinde kullan\u0131lan bir sinir a\u011f\u0131 t\u00fcr\u00fcd\u00fcr. ViT&#8217;ler, ba\u015flang\u0131\u00e7ta do\u011fal dil i\u015fleme (NLP) g\u00f6revleri i\u00e7in geli\u015ftirilen transformat\u00f6r mimarisine dayanmaktad\u0131r. Ancak, ViT&#8217;ler, g\u00f6r\u00fcnt\u00fc i\u015fleme i\u00e7in daha uygun hale getirmek amac\u0131yla transformat\u00f6r mimarisinde \u00f6nemli de\u011fi\u015fiklikler yapmaktad\u0131r.<\/p><p>ViT&#8217;lerin \u00f6nemli bir de\u011fi\u015fiklik yapt\u0131\u011f\u0131 alan, g\u00f6r\u00fcnt\u00fcleri temsil etme \u015feklidir. NLP&#8217;de, d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc modeller genellikle metni bir kelime dizisi olarak temsil eder. Ancak, resimler ayn\u0131 \u015fekilde bir kelime dizisi olarak temsil edilemez. Bunun yerine, ViT&#8217;ler g\u00f6r\u00fcnt\u00fcleri bir dizi yama olarak temsil etmektedir.<\/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-0b35f9a elementor-widget elementor-widget-heading\" data-id=\"0b35f9a\" 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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc Nas\u0131l \u00c7al\u0131\u015f\u0131r?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e69cb8e elementor-widget elementor-widget-text-editor\" data-id=\"e69cb8e\" 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\u00f6r\u00fc\u015f transformat\u00f6rleri, ba\u015flang\u0131\u00e7ta g\u00f6r\u00fcnt\u00fcy\u00fc bir dizi yama halinde par\u00e7alara ay\u0131r\u0131r. Ard\u0131ndan, her bir yama bir vekt\u00f6r olarak ifade edilir. Bu vekt\u00f6rler, bir transformat\u00f6r kodlay\u0131c\u0131ya beslenmek \u00fczere her yama i\u00e7in ayr\u0131 ayr\u0131 toplan\u0131r. Transformat\u00f6r kodlay\u0131c\u0131, ki\u015fisel dikkat katmanlar\u0131n\u0131n bir y\u0131\u011f\u0131n\u0131 olarak i\u015flev g\u00f6r\u00fcr. \u00d6z-dikkat, modelin yamalar aras\u0131ndaki uzun vadeli ba\u011f\u0131ml\u0131l\u0131klar\u0131 kavramas\u0131na yard\u0131mc\u0131 olan bir mekanizmad\u0131r. Bu \u00f6zellik, modelin bir g\u00f6r\u00fcnt\u00fcn\u00fcn farkl\u0131 b\u00f6l\u00fcmlerinin genel etiketine nas\u0131l katk\u0131da bulundu\u011funu anlamas\u0131na yard\u0131mc\u0131 oldu\u011fundan, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 i\u00e7in \u00f6nemlidir.<\/p><p>Transformat\u00f6r kodlay\u0131c\u0131n\u0131n \u00e7\u0131k\u0131\u015f\u0131, bir vekt\u00f6r dizisini i\u00e7erir. Bu vekt\u00f6rler, g\u00f6r\u00fcnt\u00fcn\u00fcn \u00f6zelliklerini temsil eder. Daha sonra, bu \u00f6zellikler, g\u00f6r\u00fcnt\u00fcy\u00fc s\u0131n\u0131fland\u0131rmak amac\u0131yla kullan\u0131l\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f51372 elementor-widget elementor-widget-image\" data-id=\"7f51372\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"443\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/Yapay-Zeka-ve-Otomasyon.jpg\" class=\"attachment-large size-large wp-image-4493\" alt=\"Yapay Zeka ve Otomasyon\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/Yapay-Zeka-ve-Otomasyon.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/Yapay-Zeka-ve-Otomasyon-300x158.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/Yapay-Zeka-ve-Otomasyon-768x404.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/Yapay-Zeka-ve-Otomasyon-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\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> ve Otomasyon<\/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-e3a19cf elementor-widget elementor-widget-heading\" data-id=\"e3a19cf\" 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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6rlerinin Avantajlar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-092ced2 elementor-widget elementor-widget-text-editor\" data-id=\"092ced2\" 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\u00f6r\u00fcnt\u00fc transformat\u00f6rlerinin kullan\u0131lmas\u0131, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 i\u00e7in bir dizi avantaj sunmaktad\u0131r.<\/p><p>ViT&#8217;ler, g\u00f6r\u00fcnt\u00fclerin genel \u00f6zelliklerini \u00f6\u011frenme yetene\u011fi ile \u00f6n plana \u00e7\u0131kar. Bu, g\u00f6r\u00fcnt\u00fcn\u00fcn herhangi bir b\u00f6lgesine konumundan ba\u011f\u0131ms\u0131z olarak odaklanabilme yeteneklerinden kaynaklanmaktad\u0131r. Bu \u00f6zellik, nesne alg\u0131lama ve sahneyi anlama gibi g\u00f6revlerde olduk\u00e7a faydal\u0131 olabilir. Ayr\u0131ca, ViT&#8217;ler, veri art\u0131rma konusunda CNN&#8217;ler kadar hassas olmasa da daha k\u00fc\u00e7\u00fck veri k\u00fcmeleri \u00fczerinde e\u011fitilebilme yetene\u011fine sahiptir.<\/p><p>Vision Transformers, \u00e7e\u015fitli g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma g\u00f6revleri i\u00e7in kullan\u0131labilir. Bu g\u00f6revler aras\u0131nda nesne alg\u0131lama, sahneyi anlama ve detayl\u0131 s\u0131n\u0131fland\u0131rma bulunmaktad\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fce60ac elementor-widget elementor-widget-html\" data-id=\"fce60ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<iframe width=\"753\" height=\"423\" src=\"https:\/\/www.youtube.com\/embed\/j3VNqtJUoz0\" title=\"Vision Transformer Quick Guide - Theory and Code in (almost) 15 min\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ecd92ec elementor-widget elementor-widget-heading\" data-id=\"ecd92ec\" 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\">G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fcn\u00fcn Dezavantajlar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85cebbd elementor-widget elementor-widget-text-editor\" data-id=\"85cebbd\" 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\u00f6r\u00fcnt\u00fc transformat\u00f6rlerinin kullan\u0131m\u0131n\u0131n \u00e7e\u015fitli dezavantajlar\u0131 bulunmaktad\u0131r.<\/p><p>G\u00f6r\u00fcnt\u00fc transformat\u00f6rlerini e\u011fitmek, hesaplama a\u00e7\u0131s\u0131ndan maliyetlidir. Bu durum, g\u00f6r\u00fcnt\u00fcyle ilgili herhangi bir g\u00f6revin genellikle pahal\u0131 olmas\u0131na yol a\u00e7ar, \u00e7\u00fcnk\u00fc g\u00f6r\u00fcnt\u00fclerin piksel boyutlar\u0131 b\u00fcy\u00fck oldu\u011fundan dolay\u0131 \u00e7ok say\u0131da parametreye sahiptirler. Ayr\u0131ca, ViT&#8217;lerin evri\u015fimli sinir a\u011flar\u0131 (CNN&#8217;ler) kadar verimli olmamalar\u0131n\u0131n nedeni, her bir g\u00f6r\u00fcnt\u00fc par\u00e7as\u0131yla ilgilenmek zorunda olmalar\u0131d\u0131r, bu da i\u015flemi daha karma\u015f\u0131k hale getirir.<\/p><p>ViT&#8217;ler, CNN&#8217;ler kadar yorumlanabilir de\u011fildir, bu da tahminlerinin nas\u0131l yap\u0131ld\u0131\u011f\u0131n\u0131 anlamay\u0131 zorla\u015ft\u0131r\u0131r.<\/p><p>G\u00f6r\u00fcnt\u00fc transformat\u00f6rleri, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131nda umut vadeden bir yakla\u015f\u0131m olabilir, ancak beraberinde baz\u0131 dezavantajlar\u0131 getirir. ViT&#8217;lerin geli\u015fmesiyle birlikte, \u00e7e\u015fitli g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma g\u00f6revlerinde CNN&#8217;lerle kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131klar\u0131 \u015fekilde nas\u0131l performans g\u00f6sterdiklerini g\u00f6rmek ilgin\u00e7 olacakt\u0131r.<\/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-b544300 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b544300\" 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-4261089\" data-id=\"4261089\" 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-a17edca elementor-widget elementor-widget-image\" data-id=\"a17edca\" 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-cf04525 elementor-widget elementor-widget-heading\" data-id=\"cf04525\" 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-cf31a54 elementor-widget elementor-widget-heading\" data-id=\"cf31a54\" 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-053de40 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"053de40\" 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-96ae04b\" data-id=\"96ae04b\" 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-7577cdc elementor-widget elementor-widget-heading\" data-id=\"7577cdc\" 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-ee1ae41 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"ee1ae41\" 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=\"6172\">\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&apos;den Claude&apos;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>G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT) Nedir? G\u00f6r\u00fcnt\u00fc Transformat\u00f6r\u00fc (ViT), g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma ve di\u011fer bilgisayarl\u0131 g\u00f6rme g\u00f6revlerinde kullan\u0131lan bir sinir a\u011f\u0131 t\u00fcr\u00fcd\u00fcr. Bu, s\u0131ral\u0131 verilerle u\u011fra\u015fan \u00e7e\u015fitli y\u00f6ntemlerin&hellip;<\/p>","protected":false},"author":1,"featured_media":6174,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[122,17],"class_list":["post-6172","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-goruntu-transformatoru","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6172","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=6172"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6172\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6174"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}