{"id":6724,"date":"2024-06-10T10:25:12","date_gmt":"2024-06-10T10:25:12","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6724"},"modified":"2024-06-10T10:25:14","modified_gmt":"2024-06-10T10:25:14","slug":"yapay-zeka-cozumunuz-icin-en-gerekli-sey-gercek-zamanli-veri","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-cozumunuz-icin-en-gerekli-sey-gercek-zamanli-veri\/","title":{"rendered":"Yapay Zeka \u00c7\u00f6z\u00fcm\u00fcn\u00fcz \u0130\u00e7in En Gerekli \u015eey: Ger\u00e7ek Zamanl\u0131 Veri"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6724\" class=\"elementor elementor-6724\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6f070cf elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f070cf\" data-element_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-911fd7f\" data-id=\"911fd7f\" 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-c6fd1fe elementor-widget elementor-widget-heading\" data-id=\"c6fd1fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Yapay Zeka \u00c7\u00f6z\u00fcm\u00fcn\u00fcz \u0130\u00e7in En Gerekli \u015eey: Ger\u00e7ek Zamanl\u0131 Veri<\/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-40effc6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"40effc6\" 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-b3da848\" data-id=\"b3da848\" 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-b82fde9 elementor-widget elementor-widget-text-editor\" data-id=\"b82fde9\" 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><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> (AI), son on y\u0131lda her i\u015f liderinin dikkatini \u00e7ekerek end\u00fcstrileri d\u00f6n\u00fc\u015ft\u00fcrme vaadiyle \u00f6ne \u00e7\u0131kt\u0131. ChatGPT&#8217;nin herkes\u00e7e bilinen bir isim haline gelmesiyle birlikte, yapay zekan\u0131n hayatlar\u0131m\u0131z\u0131 ve i\u015flerimizi nas\u0131l etkiledi\u011fi ve etkileyece\u011fi konusunda b\u00fcy\u00fck bir ilgi olu\u015ftu. Yapay zekan\u0131n yayg\u0131n olarak \u00f6nerilen uygulamalar\u0131 aras\u0131nda karma\u015f\u0131k g\u00f6revlerin otomatikle\u015ftirilmesi, i\u015f s\u00fcre\u00e7lerinin optimize edilmesi ve hatta insan\u0131n karar verme s\u00fcrecinin taklit edilmesi yer al\u0131yor. K\u00fcresel y\u00f6netim ve dan\u0131\u015fmanl\u0131k firmas\u0131 McKinsey, yapay zekan\u0131n 2030 y\u0131l\u0131na kadar k\u00fcresel gayri safi yurt i\u00e7i has\u0131laya 13,6 ila 22 trilyon dolar aras\u0131nda ekonomik de\u011fer katabilece\u011fini \u00f6ng\u00f6r\u00fcyor.<\/p><p>Yapay zekan\u0131n sundu\u011fu inovasyon f\u0131rsatlar\u0131 yads\u0131namaz olsa da, bir\u00e7ok i\u015fletme hala bu teknolojinin temellerini tam anlam\u0131yla kavrayam\u0131yor. Bug\u00fcnk\u00fc yapay zeka dersimiz i\u00e7in: Yapay zekan\u0131n potansiyeli, s\u00fcrekli ger\u00e7ek zamanl\u0131 veri ak\u0131\u015f\u0131na ba\u011fl\u0131d\u0131r. B\u00fcy\u00fck dil modelleri (LLM&#8217;ler), ger\u00e7ek zamanl\u0131 verilerin s\u00fcrekli veri ak\u0131\u015flar\u0131 taraf\u0131ndan sa\u011flanan ger\u00e7ek zamanl\u0131, i\u015fe \u00f6zg\u00fc ve son derece ba\u011flamsal bilgi olmadan etkili olamaz.<\/p><p><span>Yapay zeka algoritmalar\u0131, \u00f6zellikle de\u00a0<\/span><span>makine \u00f6\u011frenmesi modelleri<\/span><span>, zorlu, ger\u00e7ek zamanl\u0131 d\u00fcnyam\u0131zda \u00f6\u011frenmek, uyum sa\u011flamak ve g\u00fcncel kalmak i\u00e7in s\u00fcrekli yeni veri ak\u0131\u015f\u0131 gerektirir. \u00c7o\u011fu durumda, bir yapay zeka sistemini canl\u0131 veri giri\u015flerinden keserseniz, sistemin bilgisi h\u0131zla g\u00fcncelli\u011fini yitirecek ve onu olduk\u00e7a i\u015fe yaramaz hale getirecektir.<\/span><\/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-dba17da elementor-widget elementor-widget-image\" data-id=\"dba17da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"562\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Yapay-Zeka-Cozumunuz-Icin-En-Gerekli-Sey.jpg\" class=\"attachment-large size-large wp-image-6725\" alt=\"Yapay Zeka \u00c7\u00f6z\u00fcm\u00fcn\u00fcz \u0130\u00e7in En Gerekli \u015eey: Ger\u00e7ek Zamanl\u0131 Veri\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Yapay-Zeka-Cozumunuz-Icin-En-Gerekli-Sey.jpg 1000w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Yapay-Zeka-Cozumunuz-Icin-En-Gerekli-Sey-300x200.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Yapay-Zeka-Cozumunuz-Icin-En-Gerekli-Sey-768x512.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/06\/Yapay-Zeka-Cozumunuz-Icin-En-Gerekli-Sey-18x12.jpg 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay Zeka \u00c7\u00f6z\u00fcm\u00fcn\u00fcz \u0130\u00e7in En Gerekli \u015eey: Ger\u00e7ek Zamanl\u0131 Veri<\/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-eabb311 elementor-widget elementor-widget-heading\" data-id=\"eabb311\" 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\u00fcn\u00fcm\u00fcz D\u00fcnyas\u0131nda Ger\u00e7ek Zamanl\u0131 Veriler Nas\u0131l Ortaya \u00c7\u0131k\u0131yor?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52f2f2c elementor-widget elementor-widget-text-editor\" data-id=\"52f2f2c\" 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>Ger\u00e7ek zamanl\u0131 verilerin \u00f6nemini kolayca iletebilir ve g\u00f6rselle\u015ftirebiliriz, ancak bu yetene\u011fi desteklemek i\u00e7in gereken altyap\u0131y\u0131 kurmak son derece karma\u015f\u0131kt\u0131r. Bu durum, \u00f6zellikle k\u00fcresel ve co\u011frafi olarak da\u011f\u0131n\u0131k organizasyonlar i\u00e7in ge\u00e7erlidir. Veri altyap\u0131s\u0131ndaki darbo\u011fazlar, bant geni\u015fli\u011fi sorunlar\u0131 ve veri g\u00fcvenli\u011fi, kurulu\u015flar\u0131n ger\u00e7ek zamanl\u0131 verileri etkili bir \u015fekilde kullanmas\u0131n\u0131 zorla\u015ft\u0131ran engellerdir. E\u011fer veri altyap\u0131n\u0131z d\u00fczg\u00fcn kurulmam\u0131\u015fsa, bant geni\u015fli\u011fi problemleri varsa veya \u00f6l\u00e7eklenebilir de\u011filse, eskiyen veriler \u00f6nemli sorunlara yol a\u00e7abilir.<\/p><p>Yapay zeka ve ger\u00e7ek zamanl\u0131 verilerin en kritik uygulamalar\u0131ndan biri olan otonom ara\u00e7lar\u0131 ele alal\u0131m. Kendi kendine giden arabalar, yol ko\u015fullar\u0131ndan trafik d\u00fczenine, yayalar\u0131n ve di\u011fer ara\u00e7lar\u0131n hareketlerine kadar \u00e7evreleri hakk\u0131nda s\u00fcrekli veri toplamak i\u00e7in bir\u00e7ok sens\u00f6r ve kameraya g\u00fcvenir. Ger\u00e7ek zamanl\u0131 veri ak\u0131\u015f\u0131 k\u0131sa bir s\u00fcreli\u011fine bile kesilirse, arac\u0131n \u00e7evre alg\u0131s\u0131 an\u0131nda ge\u00e7erlili\u011fini yitirir. Bu durum, birka\u00e7 saniye i\u00e7inde yoldan ge\u00e7en bir yayay\u0131, ani bir engeli veya trafik \u0131\u015f\u0131\u011f\u0131 de\u011fi\u015fimini g\u00f6zden ka\u00e7\u0131rmas\u0131na neden olabilir ve felaketle sonu\u00e7lanabilir.<\/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-54183dd elementor-widget elementor-widget-heading\" data-id=\"54183dd\" 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\">Ger\u00e7ek Zamanl\u0131 Veriler Olmadan Hayat\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-795090f elementor-widget elementor-widget-text-editor\" data-id=\"795090f\" 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>Yapay zekan\u0131n eski verilere dayanarak \u00e7al\u0131\u015fmas\u0131n\u0131n riskleri, sadece otonom ara\u00e7lar gibi fiziksel durumlarla s\u0131n\u0131rl\u0131 de\u011fildir. \u0130\u015f d\u00fcnyas\u0131nda, yapay zeka en g\u00fcncel pazar bilgilerine, m\u00fc\u015fteri verilerine ve operasyonel \u00f6l\u00e7\u00fcmlere dayanmayan kararlar verdi\u011finde, bu kararlar yan\u0131lt\u0131c\u0131 ve hatta tamamen hatal\u0131 olabilir.<\/p><p>Yapay zeka, bilgiyle beslenen bir d\u00fcnyada faaliyet g\u00f6steriyor. Yapay zeka \u00f6ncesi d\u00f6nemde, sorular \u00f6nceden belirlenmi\u015f ve yan\u0131tlar i\u00e7in insan temsilcileriyle yap\u0131lan telefon g\u00f6r\u00fc\u015fmeleri gerekliyken, g\u00fcn\u00fcm\u00fcz altyap\u0131s\u0131 neredeyse her soruyu mevcut verilere dayanarak cevaplamaya haz\u0131r olmal\u0131d\u0131r. M\u00fc\u015fteri hizmetleri gibi alanlarda yapay zekan\u0131n etkili kullan\u0131m\u0131, modellerin sekt\u00f6re \u00f6zg\u00fc sorular\u0131 ele alacak \u015fekilde uyarlanmas\u0131n\u0131 ve ger\u00e7ek zamanl\u0131 verilere eri\u015febilmesini gerektirir.<\/p><p>\u00d6rne\u011fin, havayolu gecikmelerini y\u00f6netmek \u00fczere tasarlanm\u0131\u015f bir yapay zeka asistan\u0131n\u0131n sadece genel verilere de\u011fil, ayn\u0131 zamanda g\u00fcncel bilgilere de eri\u015fmesi gerekir. Bir\u00e7ok havayolu, yapay zeka modellerini e\u011fitmek i\u00e7in halka a\u00e7\u0131k veri k\u00fcmelerini kullan\u0131r. Ancak &#8220;U\u00e7a\u011f\u0131m gecikti mi?&#8221; gibi sorulara ge\u00e7mi\u015f verilere dayal\u0131 cevaplar veremez. Yapay zekan\u0131n \u00fcretken \u00e7a\u011f\u0131nda, insanlar &#8220;Yakla\u015fan seyahatim i\u00e7in birinci s\u0131n\u0131fa ge\u00e7i\u015f yapabilir miyim?&#8221; gibi karma\u015f\u0131k sorular sormay\u0131 bekliyor. Bu sorular\u0131 yan\u0131tlamak i\u00e7in rezervasyon verilerine, m\u00fc\u015fteri kilometre kay\u0131tlar\u0131na, rezervasyon ayr\u0131nt\u0131lar\u0131na ve daha fazlas\u0131na eri\u015fim gereklidir. Hem genel hem de alana \u00f6zg\u00fc, ger\u00e7ek zamanl\u0131 verilere ihtiya\u00e7 vard\u0131r.<\/p><p>Bu, verilerin talep an\u0131nda b\u00fcy\u00fck dil modellerine (LLM) ger\u00e7ek zamanl\u0131 olarak akt\u0131\u011f\u0131 ve ger\u00e7ekten ak\u0131ll\u0131, otomatik yan\u0131tlar sa\u011flayan bir sistem gerektirir. Ger\u00e7ek zamanl\u0131 verilerin entegrasyonu, yapay zekan\u0131n sekt\u00f6re \u00f6zg\u00fc uygulamalardaki t\u00fcm potansiyelini ortaya \u00e7\u0131kar\u0131r. Peki ya gerekli t\u00fcm verilere sahip olup, koltuk m\u00fcsaitli\u011fi hakk\u0131nda ger\u00e7ek zamanl\u0131 bilgi sa\u011flayacak bir ba\u011flant\u0131n\u0131z yoksa?<\/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-0914704 elementor-widget elementor-widget-heading\" data-id=\"0914704\" 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\">Ger\u00e7ek Zamanl\u0131 Verilerin Kapsam\u0131 Alt\u0131nda\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6932e43 elementor-widget elementor-widget-text-editor\" data-id=\"6932e43\" 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>F\u0131rsatlar\u0131 ve kullan\u0131m \u00f6rneklerini a\u00e7\u0131k\u00e7a belirtmi\u015f olsak da, yapay zekan\u0131n potansiyeli ve ba\u015far\u0131s\u0131n\u0131n, e\u011fitildi\u011fi verilerin eksiksizli\u011fi ve do\u011frulu\u011fu ile do\u011frudan ba\u011flant\u0131l\u0131 oldu\u011funu anlamak \u00e7ok \u00f6nemlidir. Bu nedenle, kurulu\u015flar\u0131n yapay zeka sistemlerinin s\u00fcrekli ve ger\u00e7ek zamanl\u0131 ilgili veri ak\u0131\u015flar\u0131na eri\u015fimini sa\u011flamak i\u00e7in sa\u011flam ve d\u00fc\u015f\u00fck gecikme s\u00fcreli veri ak\u0131\u015f\u0131 platformlar\u0131 olu\u015fturmay\u0131 \u00f6nceliklendirmeleri gerekmektedir. Nesnelerin \u0130nterneti sens\u00f6r verilerinin al\u0131nmas\u0131nda u\u00e7 bilgi i\u015flem \u00e7\u00f6z\u00fcmlerinden, y\u00fcksek hacimli olaylar\u0131n i\u015flenmesinde devasa \u00f6l\u00e7ekli ak\u0131\u015f i\u015fleme platformlar\u0131na kadar, yapay zeka i\u00e7in ger\u00e7ek zamanl\u0131 veri ak\u0131\u015flar\u0131n\u0131 m\u00fcmk\u00fcn k\u0131lan altyap\u0131 ve teknolojiler kritik \u00f6neme sahiptir.<\/p><\/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-f71bcb3 elementor-widget elementor-widget-heading\" data-id=\"f71bcb3\" 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\">Ger\u00e7ek Zamanl\u0131 Veri Ak\u0131\u015f\u0131 Altyap\u0131lar\u0131 Olu\u015fturma\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ecfc6 elementor-widget elementor-widget-text-editor\" data-id=\"b6ecfc6\" 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>Bir\u00e7ok kurulu\u015fta ger\u00e7ek zamanl\u0131 veri elde etmedeki en b\u00fcy\u00fck sorun, altyap\u0131lar\u0131n belirli kullan\u0131m senaryolar\u0131na g\u00f6re se\u00e7ilmesidir. \u00d6rne\u011fin, makine sens\u00f6r\u00fc verilerinin toplanmas\u0131 kritik olabilir; bu durumda geli\u015ftiriciler h\u0131zl\u0131ca RabbitMQ gibi bir mesajla\u015fma sistemi uygularlar. Ba\u015fka bir durumda, m\u00fc\u015fteri verilerinin veri ambar\u0131na aktar\u0131lmas\u0131 \u00f6ncelik kazan\u0131r ve bu da \u00f6zel ba\u011flay\u0131c\u0131lar geli\u015ftirilmesine ve bir ak\u0131\u015f veri hatt\u0131 olu\u015fturulmas\u0131na yol a\u00e7ar. Sonu\u00e7 olarak, karma\u015f\u0131k ve \u00e7e\u015fitli ba\u011flay\u0131c\u0131lar ve ak\u0131\u015f protokolleri ile kar\u015f\u0131 kar\u015f\u0131ya kal\u0131rs\u0131n\u0131z.<\/p><p>Sorun, bu sistemlerin \u00f6l\u00e7eklenmesi gerekti\u011finde ortaya \u00e7\u0131kar. Her protokol ve teknoloji, farkl\u0131 bir \u00f6l\u00e7eklendirme y\u00f6ntemi gerektirir. Veri hacminiz aniden artt\u0131\u011f\u0131nda kesintileri veya sistem ar\u0131zalar\u0131n\u0131 \u00f6nlemek m\u00fcmk\u00fcn olmayabilir. Bu nedenle, veri ak\u0131\u015f\u0131na platform yakla\u015f\u0131m\u0131 benimsemek kritik \u00f6neme sahiptir.<\/p><p>Yapay zeka sistemlerinizin omurgas\u0131 olacak bir veri ak\u0131\u015f\u0131 altyap\u0131s\u0131n\u0131 devreye almadan \u00f6nce a\u015fa\u011f\u0131daki sorular\u0131 dikkate al\u0131n:<\/p><p>&#8211; Platform, \u00e7e\u015fitli departmanlar\u0131n veri giri\u015f ve \u00e7\u0131k\u0131\u015f taleplerine \u00e7oklu kirac\u0131l\u0131k sa\u011flayabiliyor mu?<br \/>&#8211; Platform birden fazla protokol\u00fc destekliyor mu?<br \/>&#8211; Platform, SRE ekibinin manuel m\u00fcdahalesine gerek kalmadan \u00f6l\u00e7eklenebilir mi?<\/p><p>Bu sorular, veri ak\u0131\u015f\u0131 altyap\u0131n\u0131z\u0131n sa\u011flam, \u00f6l\u00e7eklenebilir ve verimli olmas\u0131n\u0131 sa\u011flamak i\u00e7in temel niteliktedir.<\/p><\/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-49f79e3 elementor-widget elementor-widget-heading\" data-id=\"49f79e3\" 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 Yaln\u0131zca Verilerle Ak\u0131ll\u0131d\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-cf5adb6 elementor-widget elementor-widget-text-editor\" data-id=\"cf5adb6\" 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>Yapay zeka sistemleri, sa\u011fl\u0131k ve <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a> sekt\u00f6rlerinden e\u011flence ve e\u011fitim alanlar\u0131na kadar t\u00fcm end\u00fcstrilere daha fazla entegre olduk\u00e7a, ger\u00e7ek zamanl\u0131 verilere olan ihtiya\u00e7lar\u0131 da artacak. Yapay zekan\u0131n her yerde mevcut oldu\u011fu ve ya\u015fam\u0131m\u0131z\u0131n her alan\u0131n\u0131 etkiledi\u011fi bir d\u00fcnyada, g\u00fcncelli\u011fini yitirmi\u015f verilerle \u00e7al\u0131\u015fan modellerin kullan\u0131lmas\u0131 kesinlikle kabul edilemez.<\/p><p>Bu talepleri kar\u015f\u0131lamak i\u00e7in, kurulu\u015flar\u0131n sa\u011flam, \u00f6l\u00e7eklenebilir ve verimli bir veri ak\u0131\u015f\u0131 altyap\u0131s\u0131n\u0131 benimsemeleri gerekmektedir. \u0130\u015fletmeler, \u00e7oklu kirac\u0131l\u0131\u011f\u0131, \u00e7e\u015fitli protokolleri ve otomatik \u00f6l\u00e7eklendirmeyi destekleyen platform tabanl\u0131 bir yakla\u015f\u0131ma ge\u00e7erek, yapay zeka sistemlerinin en iyi ve g\u00fcvenilir \u015fekilde performans g\u00f6stermesi i\u00e7in ihtiya\u00e7 duyduklar\u0131 ger\u00e7ek zamanl\u0131 verilere eri\u015fimini sa\u011flayabilir. \u0130yi tasarlanm\u0131\u015f bir veri ak\u0131\u015f\u0131 \u00e7\u00f6z\u00fcm\u00fcne yap\u0131lan bu stratejik yat\u0131r\u0131m, yapay zeka ile \u015fekillenen gelecekte rekabet\u00e7i ve yenilik\u00e7i kalmak i\u00e7in kritik \u00f6neme sahip olacakt\u0131r.<\/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-edc09a9 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"edc09a9\" 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-1214786\" data-id=\"1214786\" 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-f0caca1 elementor-widget elementor-widget-image\" data-id=\"f0caca1\" 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-b754e6a elementor-widget elementor-widget-heading\" data-id=\"b754e6a\" 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-3ddf34f elementor-widget elementor-widget-heading\" data-id=\"3ddf34f\" 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-fcbb2ae elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"fcbb2ae\" 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-b61338e\" data-id=\"b61338e\" 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-daf5b52 elementor-widget elementor-widget-heading\" data-id=\"daf5b52\" 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-9dc86be premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"9dc86be\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"6724\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka \u00c7\u00f6z\u00fcm\u00fcn\u00fcz \u0130\u00e7in En Gerekli \u015eey: Ger\u00e7ek Zamanl\u0131 Veri Yapay zeka (AI), son on y\u0131lda her i\u015f liderinin dikkatini \u00e7ekerek end\u00fcstrileri d\u00f6n\u00fc\u015ft\u00fcrme vaadiyle \u00f6ne&hellip;<\/p>","protected":false},"author":1,"featured_media":6725,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17],"class_list":["post-6724","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\/6724","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=6724"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6724\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6725"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6724"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6724"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6724"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}