{"id":6734,"date":"2024-06-12T10:55:33","date_gmt":"2024-06-12T10:55:33","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6734"},"modified":"2024-06-12T10:56:43","modified_gmt":"2024-06-12T10:56:43","slug":"derin-evrisimli-sinir-agi-dcnn-nedir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/derin-evrisimli-sinir-agi-dcnn-nedir\/","title":{"rendered":"Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6734\" class=\"elementor elementor-6734\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-dc7f287 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dc7f287\" data-element_type=\"section\" data-e-type=\"section\" 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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-0303302\" data-id=\"0303302\" 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-28bdc57 elementor-widget elementor-widget-heading\" data-id=\"28bdc57\" 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\">Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) 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-2720e61 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2720e61\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cb6b25d\" data-id=\"cb6b25d\" 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-fbe8c22 elementor-widget elementor-widget-text-editor\" data-id=\"fbe8c22\" 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=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"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-3\"><div class=\"p-4 gizmo:py-2 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 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-atezo-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-atezo-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" dir=\"auto\" data-testid=\"conversation-turn-3\" data-scroll-anchor=\"true\"><div class=\"py-2 px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5\"><div class=\"mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\"><div class=\"relative flex w-full min-w-0 flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto gap-3\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"bc7c50cf-2fb6-4b29-962b-4203960bcab2\"><div class=\"markdown prose w-full break-words dark:prose-invert light\"><p>Derin evri\u015fimli sinir a\u011f\u0131 (DCNN), g\u00f6r\u00fcnt\u00fcleri analiz etmek i\u00e7in en yayg\u0131n kullan\u0131lan yapay sinir a\u011f\u0131 t\u00fcrlerinden biridir ve \u00f6zellik haritalar\u0131 olu\u015fturma yetene\u011fiyle \u00f6ne \u00e7\u0131kar. Bu a\u011flar, be\u015f temel bile\u015fenden olu\u015fur: bir evri\u015fim ve d\u00fczeltilmi\u015f do\u011frusal birim (ReLU) katman\u0131, bir havuzlama katman\u0131, bir tam ba\u011fl\u0131 katman, bir b\u0131rakma katman\u0131 ve bir aktivasyon fonksiyonlar\u0131 katman\u0131.<\/p><p>DCNN, birden fazla katmandan olu\u015fan evri\u015fimli sinir a\u011flar\u0131n\u0131n (CNN) daha geli\u015fmi\u015f bir versiyonudur. Genellikle g\u00f6r\u00fcnt\u00fc analizi i\u00e7in kullan\u0131l\u0131r ve giri\u015f \u00f6zellikleri boyunca kayan, \u00e7eviri e\u015fde\u011fer yan\u0131tlar sa\u011flayan evri\u015fim \u00e7ekirdekleri veya filtrelerin payla\u015f\u0131lan a\u011f\u0131rl\u0131k mimarisine dayan\u0131r. Bu t\u00fcr a\u011flar, kaymayla veya uzayla de\u011fi\u015fmeyen yapay sinir a\u011flar\u0131 (SIANN) olarak da bilinir.<\/p><p>DCNN&#8217;nin mimarisi \u015fu be\u015f bile\u015feni i\u00e7erir:<\/p><p>1. Evri\u015fim ve ReLU katman\u0131<br \/>2. Havuzlama katman\u0131<br \/>3. Tam ba\u011fl\u0131 katman<br \/>4. B\u0131rakma katman\u0131<br \/>5. Aktivasyon fonksiyonlar\u0131 katman\u0131<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/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-37cece0 elementor-widget elementor-widget-image\" data-id=\"37cece0\" 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=\"441\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Derin-Evrisimli-Sinir-Aglari-DCNN-Nedir.webp\" class=\"attachment-large size-large wp-image-6735\" alt=\"Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) Nedir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Derin-Evrisimli-Sinir-Aglari-DCNN-Nedir.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Derin-Evrisimli-Sinir-Aglari-DCNN-Nedir-300x157.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Derin-Evrisimli-Sinir-Aglari-DCNN-Nedir-768x402.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Derin-Evrisimli-Sinir-Aglari-DCNN-Nedir-18x9.webp 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\">Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) 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-a84eab5 elementor-widget elementor-widget-heading\" data-id=\"a84eab5\" 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\">Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) Mimarisi 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-fbdb8a4 elementor-widget elementor-widget-text-editor\" data-id=\"fbdb8a4\" 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=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"4777d7fb-791d-4d2e-b46e-c2b1b47bd41c\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Derin evri\u015fimli sinir a\u011flar\u0131 (CNN) be\u015f ana katmandan olu\u015fur: Evri\u015fimsel, ReLU, Havuzlama, Tam Ba\u011flant\u0131l\u0131 ve B\u0131rakma katmanlar\u0131. Bu katmanlar, giri\u015f g\u00f6r\u00fcnt\u00fclerinden \u00f6zellik \u00e7\u0131karma, hesaplama maliyetlerini d\u00fc\u015f\u00fcrme, s\u0131n\u0131fland\u0131rma ve a\u015f\u0131r\u0131 uyumun \u00f6nlenmesi gibi g\u00f6revler i\u00e7in kullan\u0131l\u0131r. Ayr\u0131ca, aktivasyon fonksiyonlar\u0131 katman\u0131, modelin veri noktalar\u0131n\u0131 \u00f6\u011frenip i\u015fledi\u011fi k\u0131s\u0131md\u0131r.<\/p><p>A\u015fa\u011f\u0131da her bir katman\u0131n i\u015fleyi\u015fi a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/p><h3><strong>1. Evri\u015fimsel Katman ve ReLU<\/strong><\/h3><p>Evri\u015fimsel katman, giri\u015f g\u00f6r\u00fcnt\u00fclerinden \u00e7e\u015fitli \u00f6zellikleri \u00e7\u0131karmak i\u00e7in kullan\u0131lan ilk katmand\u0131r. Bu katmanda, giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fc ile belirli bir MxM boyutundaki filtre aras\u0131nda matematiksel evri\u015fim i\u015flemi ger\u00e7ekle\u015ftirilir. Filtreyi giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fc \u00fczerinde kayd\u0131rarak, filtre boyutuna g\u00f6re nokta \u00e7arp\u0131mlar al\u0131n\u0131r.<\/p><p>\u00c7\u0131kt\u0131, g\u00f6r\u00fcnt\u00fcdeki k\u00f6\u015feler ve kenarlar gibi bilgileri i\u00e7eren bir \u00f6zellik haritas\u0131d\u0131r. Bu \u00f6zellik haritas\u0131, di\u011fer katmanlara beslenerek giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fcn di\u011fer \u00f6zelliklerini \u00f6\u011frenir.<\/p><h3><strong>2. Havuzlama Katman\u0131<\/strong><\/h3><p>Genellikle evri\u015fim katman\u0131ndan sonra gelen havuzlama katman\u0131n\u0131n amac\u0131, hesaplama maliyetlerini azaltmak i\u00e7in \u00f6zellik haritas\u0131n\u0131n boyutunu k\u00fc\u00e7\u00fcltmektir. Bu, katmanlar aras\u0131ndaki ba\u011flant\u0131lar\u0131 azaltarak ve her \u00f6zellik haritas\u0131 \u00fczerinde ba\u011f\u0131ms\u0131z \u00e7al\u0131\u015farak ger\u00e7ekle\u015ftirilir. Yayg\u0131n havuzlama y\u00f6ntemleri aras\u0131nda maksimum havuzlama (en b\u00fcy\u00fck \u00f6\u011feyi se\u00e7me) ve ortalama havuzlama (b\u00f6l\u00fcmdeki \u00f6\u011felerin ortalamas\u0131n\u0131 alma) bulunur.<\/p><h3><strong>3. Tam Ba\u011flant\u0131l\u0131 Katman<\/strong><\/h3><p>Tam ba\u011flant\u0131l\u0131 katman, n\u00f6ronlar\u0131 iki farkl\u0131 katman aras\u0131nda ba\u011flayan a\u011f\u0131rl\u0131klar ve \u00f6nyarg\u0131lar i\u00e7erir. Bu katman, \u00f6nceki katmanlardan gelen giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc d\u00fczle\u015ftirerek s\u0131n\u0131fland\u0131rma i\u015flemini ba\u015flat\u0131r. Genellikle CNN&#8217;in son birka\u00e7 katman\u0131n\u0131 olu\u015fturur ve matematiksel i\u015flemler burada ger\u00e7ekle\u015fir.<\/p><h3><strong>4. B\u0131rakma Katman\u0131<\/strong><\/h3><p>Tam ba\u011flant\u0131l\u0131 katmanlar\u0131n a\u015f\u0131r\u0131 uyuma yol a\u00e7mamas\u0131 i\u00e7in b\u0131rakma katman\u0131 kullan\u0131l\u0131r. Bu katman, e\u011fitim s\u00fcrecinde modelin baz\u0131 n\u00f6ronlar\u0131n\u0131 rastgele \u00e7\u0131kararak a\u015f\u0131r\u0131 uyumu \u00f6nler. \u00d6rne\u011fin, %30&#8217;luk bir b\u0131rakma oran\u0131, sinir a\u011f\u0131ndaki d\u00fc\u011f\u00fcmlerin %30&#8217;unun rastgele \u00e7\u0131kar\u0131lmas\u0131 anlam\u0131na gelir.<\/p><h3><strong>5. Aktivasyon Fonksiyonlar\u0131 Katman\u0131<\/strong><\/h3><p>Aktivasyon fonksiyonlar\u0131, a\u011f\u0131n de\u011fi\u015fkenleri aras\u0131ndaki karma\u015f\u0131k ili\u015fkileri \u00f6\u011frenmesini sa\u011flar. ReLU, Softmax, tanH ve Sigmoid gibi fonksiyonlar, modelin hangi bilgileri tetiklemesi gerekti\u011fine karar verir. \u0130kili s\u0131n\u0131fland\u0131rma i\u00e7in Sigmoid ve Softmax, \u00e7oklu s\u0131n\u0131f s\u0131n\u0131fland\u0131rma i\u00e7in ise Softmax kullan\u0131l\u0131r.<\/p><p>Bu katmanlar bir araya gelerek CNN&#8217;in g\u00f6r\u00fcnt\u00fcleri i\u015fleyip s\u0131n\u0131fland\u0131rmas\u0131na olanak tan\u0131r. Her biri, modelin belirli g\u00f6revleri yerine getirmesi i\u00e7in kritik \u00f6neme sahiptir.<\/p><\/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-211be46 elementor-widget elementor-widget-heading\" data-id=\"211be46\" 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\">Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) 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-b1a462d elementor-widget elementor-widget-text-editor\" data-id=\"b1a462d\" 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=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"95f2b84d-b38d-4e42-8cd3-bd055227cce9\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>CNN, g\u00f6r\u00fcnt\u00fcleri par\u00e7a par\u00e7a kar\u015f\u0131la\u015ft\u0131rarak \u00e7al\u0131\u015f\u0131r. G\u00f6r\u00fcnt\u00fclerde arad\u0131\u011f\u0131 par\u00e7alara, MxM boyutunda matrisler olan \u00f6zellikler denir. Bir bilgisayar i\u00e7in g\u00f6r\u00fcnt\u00fcler, piksel de\u011ferlerinden olu\u015fan MxM say\u0131 matrisleridir. CNN&#8217;ler, g\u00f6r\u00fcnt\u00fclerde benzer \u00f6zellikleri bulmada di\u011fer y\u00f6ntemlerden \u00e7ok daha ba\u015far\u0131l\u0131d\u0131r \u00e7\u00fcnk\u00fc iki g\u00f6r\u00fcnt\u00fcdeki kabaca ayn\u0131 konumlarda \u00f6zellik e\u015fle\u015fmeleri ararlar.<\/p><p>Ancak, CNN yeni bir g\u00f6rsel ile kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda bu \u00f6zelliklerin nerede e\u015fle\u015fece\u011fini tam olarak bilemedi\u011fi i\u00e7in, t\u00fcm olas\u0131 konumlarda deneme yapar. \u00d6zellik matrislerini ad\u0131m ad\u0131m kayd\u0131rarak g\u00f6r\u00fcnt\u00fcn\u00fcn tamam\u0131nda e\u015fle\u015fmeleri hesaplar. Bu s\u00fcre\u00e7te \u00f6zellikleri filtreler olarak kullan\u0131r ve bu i\u015flemi ger\u00e7ekle\u015ftirmek i\u00e7in kullan\u0131lan matematiksel i\u015flem evri\u015fimdir; bu da evri\u015fimli sinir a\u011flar\u0131n\u0131n ad\u0131n\u0131 ald\u0131\u011f\u0131 s\u00fcre\u00e7tir.<\/p><p>Bir sonraki ad\u0131m, di\u011fer t\u00fcm \u00f6zellikler i\u00e7in evri\u015fim s\u00fcrecini tekrar etmektir. Sonu\u00e7 olarak, her bir filtre i\u00e7in bir dizi filtrelenmi\u015f g\u00f6r\u00fcnt\u00fc elde edilir. Bu evri\u015fim i\u015flemlerinin t\u00fcm koleksiyonunu tek bir i\u015flem ad\u0131m\u0131 olarak g\u00f6rmek m\u00fcmk\u00fcnd\u00fcr.<\/p><p>Modelimizin do\u011frusal olmayan s\u0131n\u0131rlar\u0131 \u00f6\u011frenebilmesi i\u00e7in, do\u011frusal olmayan bir ad\u0131m ekleriz. Bu genellikle do\u011frusal olmayan bir fonksiyon (ReLU veya GeLU gibi) kullanarak yap\u0131l\u0131r. En yayg\u0131n kullan\u0131lan do\u011frusal olmayan fonksiyon, negatif de\u011ferleri s\u0131f\u0131ra d\u00f6n\u00fc\u015ft\u00fcren basit bir matematiksel i\u015flem olan ReLU&#8217;dur. Bu, \u00f6\u011frenilen de\u011ferlerin s\u0131f\u0131ra yak\u0131n kalmas\u0131n\u0131 veya a\u015f\u0131r\u0131 b\u00fcy\u00fcmesini engelleyerek CNN&#8217;nin matematiksel olarak dengede kalmas\u0131n\u0131 sa\u011flar. Ancak, evri\u015fim ve ReLU i\u015flemleri b\u00fcy\u00fck \u00f6zellik haritalar\u0131 olu\u015fturabilir ve bu haritalar\u0131n boyutunu k\u00fc\u00e7\u00fcltmek \u00f6nemlidir.<\/p><p>Havuzlama, b\u00fcy\u00fck g\u00f6r\u00fcnt\u00fcleri \u00f6nemli bilgileri koruyarak k\u00fc\u00e7\u00fcltmenin bir yoludur. Bu i\u015flem, g\u00f6r\u00fcnt\u00fc \u00fczerinde k\u00fc\u00e7\u00fck bir pencerenin kayd\u0131r\u0131lmas\u0131 ve her ad\u0131mda penceredeki maksimum de\u011ferin al\u0131nmas\u0131yla yap\u0131l\u0131r. Genelde, iki veya \u00fc\u00e7 piksellik pencereler ve iki piksellik ad\u0131mlar iyi sonu\u00e7lar verir. Havuzlama katman\u0131, g\u00f6r\u00fcnt\u00fc veya g\u00f6r\u00fcnt\u00fc koleksiyonlar\u0131 \u00fczerinde havuzlama i\u015flemi ger\u00e7ekle\u015ftirir ve \u00e7\u0131kt\u0131da ayn\u0131 say\u0131da ama daha az piksele sahip g\u00f6r\u00fcnt\u00fcler elde edilir. Bu, hesaplama y\u00fck\u00fcn\u00fc y\u00f6netmek a\u00e7\u0131s\u0131ndan da faydal\u0131d\u0131r.<\/p><p>\u0130stenilen miktarda evri\u015fim i\u015flemi tamamland\u0131ktan sonra, modelin \u00f6nceki a\u015famalardaki i\u015flemlerden tam anlam\u0131yla faydalanabilmesi i\u00e7in derin \u00f6\u011frenme sinir a\u011flar\u0131n\u0131n g\u00fcc\u00fcnden yararlanma zaman\u0131 gelir. Ancak, havuzlanm\u0131\u015f \u00f6zellik haritalar\u0131n\u0131 sinir a\u011f\u0131na aktarmadan \u00f6nce d\u00fczle\u015ftirmek gerekir. \u00c7\u00fcnk\u00fc sinir a\u011flar\u0131 yaln\u0131zca tek boyutlu girdi kabul eder. Bu nedenle, matrisleri tek boyutlu hale getiririz. Sonu\u00e7ta, ham g\u00f6r\u00fcnt\u00fcler filtrelenir, d\u00fczeltilir ve k\u00fc\u00e7\u00fclt\u00fclm\u00fc\u015f, \u00f6zellik filtreli g\u00f6r\u00fcnt\u00fcler halinde birle\u015ftirilir ve bu noktada sinir a\u011f\u0131na, yani n\u00f6ronlar\u0131n d\u00fcnyas\u0131na girmeye haz\u0131r hale gelirler.<\/p><p>Sinir a\u011f\u0131ndaki tamamen ba\u011flant\u0131l\u0131 katmanlar, y\u00fcksek d\u00fczeyde filtrelenmi\u015f g\u00f6r\u00fcnt\u00fcleri, tek boyutlu d\u00fczeltilmi\u015f havuzlanm\u0131\u015f \u00f6zellik haritalar\u0131n\u0131 al\u0131r ve bunlar\u0131 oy veya sinyallere d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu oylar, her de\u011fer ve her kategori aras\u0131ndaki a\u011f\u0131rl\u0131klar veya ba\u011flant\u0131 g\u00fc\u00e7leri olarak ifade edilir. CNN&#8217;e yeni bir g\u00f6r\u00fcnt\u00fc sunuldu\u011funda, bu bilgi katmanlardan s\u00fcz\u00fclerek tamamen ba\u011flant\u0131l\u0131 katmana ula\u015f\u0131r ve en y\u00fcksek oyu alan cevap belirlenir. B\u00f6ylece girdinin kategorisi ilan edilir.<\/p><p>\u0130\u015fte DCNN (Derin Evri\u015fimli Sinir A\u011f\u0131) bu \u015fekilde \u00e7al\u0131\u015f\u0131r.<\/p><\/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-16c86c7 elementor-widget elementor-widget-video\" data-id=\"16c86c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/TJlAxW-2nmI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d784ce8 elementor-widget elementor-widget-heading\" data-id=\"d784ce8\" 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\">Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) Modeli Nas\u0131l Tasarlan\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-7c40f83 elementor-widget elementor-widget-text-editor\" data-id=\"7c40f83\" 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=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"user\" data-message-id=\"aaa236f5-6d18-4649-945e-62b2b9b67d22\"><div class=\"\"><p>Ne yaz\u0131k ki, CNN&#8217;lerin her y\u00f6n\u00fcn\u00fc bu kadar basit bir \u015fekilde \u00f6\u011frenmek m\u00fcmk\u00fcn de\u011fil. Bir CNN tasar\u0131mc\u0131s\u0131n\u0131n vermesi gereken bir\u00e7ok \u00f6nemli karar bulunuyor.<\/p><p>Her evri\u015fim katman\u0131 i\u00e7in ka\u00e7 \u00f6zellik haritas\u0131 kullan\u0131lacak? Bu haritalar\u0131n her birinde ka\u00e7 piksel olacak?<br \/>Her havuzlama katman\u0131 i\u00e7in pencere boyutu ne olmal\u0131? Hangi ad\u0131m kullan\u0131lmal\u0131?<br \/>Hangi aktivasyon fonksiyonu kullan\u0131lmal\u0131? Ka\u00e7 d\u00f6nem e\u011fitim yap\u0131lmal\u0131? Erken durdurma uygulanmal\u0131 m\u0131?<br \/>Her ekstra tam ba\u011flant\u0131l\u0131 katman i\u00e7in ka\u00e7 gizli n\u00f6ron olmal\u0131?<br \/>Bunlara ek olarak, her katmandan ka\u00e7 tane ekleyece\u011finiz gibi \u00fcst d\u00fczey mimari kararlar da var. Bu katmanlar hangi s\u0131rayla d\u00fczenlenmeli? Yeni katman t\u00fcrleri eklemek, katmanlar\u0131 birbirine ba\u011flaman\u0131n daha karma\u015f\u0131k yollar\u0131n\u0131 denemek, e\u011fitim d\u00f6nemlerini art\u0131rmak veya aktivasyon fonksiyonunu de\u011fi\u015ftirmek gibi yapabilece\u011fimiz pek \u00e7ok ince ayar var.<\/p><p>En iyi karar\u0131 vermenin yolu ise, bu kararlar\u0131 kendiniz deneyimleyerek g\u00f6rmektir.<\/p><\/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-34e8bcc elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"34e8bcc\" 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-cac863c\" data-id=\"cac863c\" 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-d222545 elementor-widget elementor-widget-image\" data-id=\"d222545\" 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-74be1ad elementor-widget elementor-widget-heading\" data-id=\"74be1ad\" 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-2c10bf1 elementor-widget elementor-widget-heading\" data-id=\"2c10bf1\" 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\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> 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-b99af9c elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"b99af9c\" 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-df02ce9\" data-id=\"df02ce9\" 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-73a0242 elementor-widget elementor-widget-heading\" data-id=\"73a0242\" 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-9a7d666 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"9a7d666\" 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=\"6734\">\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>Derin Evri\u015fimli Sinir A\u011f\u0131 (DCNN) Nedir? Derin evri\u015fimli sinir a\u011f\u0131 (DCNN), g\u00f6r\u00fcnt\u00fcleri analiz etmek i\u00e7in en yayg\u0131n kullan\u0131lan yapay sinir a\u011f\u0131 t\u00fcrlerinden biridir ve \u00f6zellik&hellip;<\/p>","protected":false},"author":1,"featured_media":6735,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[159,161,160],"class_list":["post-6734","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-dcnn","tag-derin-evrisimli-sinir-agi","tag-derin-evrisimli-sinir-aglari"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6734","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=6734"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6734\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6735"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6734"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6734"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6734"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}