{"id":2015,"date":"2021-02-09T18:23:22","date_gmt":"2021-02-09T18:23:22","guid":{"rendered":"https:\/\/aix.web.tr\/?p=2015"},"modified":"2022-05-18T09:06:17","modified_gmt":"2022-05-18T09:06:17","slug":"5g-teknolojisinde-yapay-zeka-benimsenmesi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/5g-teknolojisinde-yapay-zeka-benimsenmesi\/","title":{"rendered":"5G Teknolojisinde Yapay Zekan\u0131n Benimsenmesi"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2015\" class=\"elementor elementor-2015\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-77b0e20 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77b0e20\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f47f0cd\" data-id=\"f47f0cd\" 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-eb9b76d elementor-widget elementor-widget-shortcode\" data-id=\"eb9b76d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-77d78a8 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77d78a8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a5a1b81\" data-id=\"a5a1b81\" 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-31dd0fc elementor-widget elementor-widget-heading\" data-id=\"31dd0fc\" 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\">5G Teknolojisinde Yapay Zekan\u0131n Benimsenmesi<\/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-d0d75ba elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d0d75ba\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-03a18bc\" data-id=\"03a18bc\" 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-dff8930 elementor-widget elementor-widget-heading\" data-id=\"dff8930\" 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\">5G ve gelecek<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c426092 elementor-widget elementor-widget-text-editor\" data-id=\"c426092\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>4G a\u011flar\u0131 (\u0130nternet Protokol\u00fc veya IP, geni\u015f bant ba\u011flant\u0131s\u0131 kullanan ve reaksiyona dayal\u0131) ba\u011flant\u0131 ortam\u0131na hakim olurken, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> ve makine \u00f6\u011frenimi ve derin \u00f6\u011frenme dahil olmak \u00fczere \u00e7e\u015fitli alt kategorileri, bireylere sunmaya haz\u0131r \u015fekilde geli\u015fiyor. 4G ile g\u00f6rd\u00fc\u011f\u00fcm\u00fcz spektrumlar\u0131n yetersiz verimlili\u011fini 5G a\u011flar ele al\u0131yor!<\/p><p>5G arac\u0131l\u0131\u011f\u0131yla sunulabilen bir \u00e7\u00f6z\u00fcm, hala analog televizyon sinyalleri yay\u0131nlayan \u00fclkelerde kullan\u0131lan bir da\u011f\u0131t\u0131m olan dinamik spektrum tahsisidir. Buna k\u0131saca DSA denir.<\/p><p>DSA, operat\u00f6rlerin veri taleplerini kar\u015f\u0131lamas\u0131na yard\u0131mc\u0131 olarak, verileri iletebilecekleri bo\u015fluklar\u0131 arayan radyolar\u0131n spektrum kullan\u0131m\u0131n\u0131n optimizasyonunu yapmaktad\u0131r.<\/p><p>Ba\u015fka bir deyi\u015fle, 5G \u00f6ng\u00f6r\u00fcc\u00fc ve proaktiftir ve kendi ba\u015f\u0131na ger\u00e7ek zamanl\u0131, otomatik karar verme ihtiyac\u0131n\u0131 do\u011furacakt\u0131r.<\/p><\/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-4dc5063 elementor-widget elementor-widget-heading\" data-id=\"4dc5063\" 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 Zekan\u0131n Benimsenmesi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd2f6dc elementor-widget elementor-widget-text-editor\" data-id=\"cd2f6dc\" 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>Bir\u00e7ok servis sa\u011flay\u0131c\u0131, a\u011flar\u0131nda yapay zekay\u0131 kullanma konusunda ba\u015far\u0131l\u0131 denemeler ger\u00e7ekle\u015ftiriyorlar.<\/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-32bb3b3 elementor-widget elementor-widget-text-editor\" data-id=\"32bb3b3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\">Yapay zeka, verileri de\u011ferlendirir ve kullan\u0131c\u0131lara h\u0131zl\u0131 bir \u015fekilde analitik sonu\u00e7lar sunar. Ham verileri analiz eden ve otonom olarak daha fazla i\u00e7g\u00f6r\u00fc sa\u011flayabilecek kal\u0131plar\u0131 arayan Makine \u00d6\u011frenimini (ML) kapsar. Halihaz\u0131rda \u00fcretim, sa\u011fl\u0131k hizmetleri ve bankac\u0131l\u0131k gibi sekt\u00f6rlerde yapay zekan\u0131n faydalar\u0131ndan yararlan\u0131l\u0131yor. Hizmet sa\u011flay\u0131c\u0131lar i\u00e7in yapay zeka, karma\u015f\u0131kl\u0131\u011f\u0131 daha etkili bir \u015fekilde y\u00f6netmek ve a\u011f performans\u0131n\u0131 optimize etmek i\u00e7in ortak bir hedefle, altyap\u0131 sa\u011flay\u0131c\u0131lar\u0131 ile duruma g\u00f6re ortakla\u015fa olu\u015fturulmas\u0131 gereken f\u0131rsatlar sunmaktad\u0131r. Ger\u00e7ekle\u015ftirdi\u011fimiz ara\u015ft\u0131rmalarda buldu\u011fumuz raporlar \u0131\u015f\u0131\u011f\u0131nda; d\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki hizmet sa\u011flay\u0131c\u0131lar\u0131n \u015fu anda yapay zeka ile entegrasyon \u00e7al\u0131\u015fmalar\u0131 oldu\u011funu g\u00f6zlemledik.<\/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-9420115 elementor-widget elementor-widget-text-editor\" data-id=\"9420115\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\">Lakin, Ericsson Mobility Report&#8217;u inceledi\u011fimizde; bu sa\u011flay\u0131c\u0131lar\u0131n, yaln\u0131zca y\u00fczde 12&#8217;si yapay zekan\u0131n uygulamas\u0131 hakk\u0131nda ayr\u0131nt\u0131l\u0131 bilgiye sahip oldu\u011funu g\u00f6rd\u00fck. Bununla birlikte, y\u00fczde 49&#8217;u kendilerinin olduk\u00e7a ayr\u0131nt\u0131l\u0131 bir yapay zeka uygulamas\u0131 bilgisine sahip oldu\u011funu d\u00fc\u015f\u00fcnmekte. Tam olarak y\u00fczde 53&#8217;\u00fc, yapay zekan\u0131n 2020&#8217;nin sonundan \u00f6nce a\u011flar\u0131nda benimsenmesini \u00f6ng\u00f6r\u00fcyordu ve bu benimsemelerin faydalar\u0131n 1 ila 2 y\u0131l i\u00e7inde ortaya \u00e7\u0131kaca\u011f\u0131na dair genel bir beklenti vard\u0131. Hizmet sa\u011flay\u0131c\u0131lar\u0131n \u00e7o\u011fu, yapay zekay\u0131 test etme a\u015famas\u0131ndalar ve y\u00fczde 48&#8217;i sermaye harcamalar\u0131n\u0131 azaltmak i\u00e7in yapay zekaya adeta dan\u0131\u015f\u0131yorlar diyebiliriz. Y\u00fczde 41&#8217;i daha a\u011f performans\u0131n\u0131 optimize etmek i\u00e7in yapay zeka kullanmaya ve y\u00fczde 35&#8217;i yeni gelir ak\u0131\u015flar\u0131 i\u00e7in kullanmaya odaklan\u0131yorlar.<\/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-7bf1f7d elementor-widget elementor-widget-heading\" data-id=\"7bf1f7d\" 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 benimsemesinin etkisi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-836851c elementor-widget elementor-widget-text-editor\" data-id=\"836851c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\">D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131ndaki servis sa\u011flay\u0131c\u0131lar\u0131, yapay zekan\u0131n etkisini \u015fimdiden g\u00f6r\u00fcyor.<\/div><div>\u00a0<\/div><div>D\u00fcnyan\u0131n d\u00f6rt bir yan\u0131nda bulunan hizmet sa\u011flay\u0131c\u0131lar\u0131, yapay zekan\u0131n \u015fu anda \u00e7ekirdek a\u011f etkinlikleri \u00fczerinde en b\u00fcy\u00fck etkiye sahip oldu\u011fu alan olarak m\u00fc\u015fteriler i\u00e7in geli\u015ftirilmi\u015f g\u00fcvenilirlik g\u00f6zlemliyor. \u0130nceledi\u011fimiz raporlar, yapay zekan\u0131n \u015fu anda a\u011f evrimini basitle\u015ftirmekten mevcut a\u011flarda performans\u0131 iyile\u015ftirmeye kadar uzanan iyile\u015ftirmeleri kolayla\u015ft\u0131rd\u0131\u011f\u0131n\u0131 ortaya koydu.<\/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-dfbf883 elementor-widget elementor-widget-heading\" data-id=\"dfbf883\" 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 zekan\u0131n ba\u015far\u0131l\u0131 bir \u015fekilde benimsenmesinin zorluklar\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c05ac0a elementor-widget elementor-widget-text-editor\" data-id=\"c05ac0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\">A\u011f verilerine eri\u015fmek ve bunlar\u0131 i\u015fle ilgili zorluklar\u0131 \u00e7\u00f6zmek i\u00e7in kullanmak, bir\u00e7ok servis sa\u011flay\u0131c\u0131n\u0131n kar\u015f\u0131la\u015ft\u0131\u011f\u0131 engeller aras\u0131ndad\u0131r.<\/div><\/div><div><p>Yapay zekan\u0131n potansiyelini en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in, a\u011f geli\u015ftirme ve iyile\u015ftirme i\u00e7in net ve eyleme ge\u00e7irilebilir i\u00e7g\u00f6r\u00fcler sa\u011flamak amac\u0131yla verilerin etkili bir \u015fekilde toplanmas\u0131, yap\u0131land\u0131r\u0131lmas\u0131 ve analiz edilmesi gerekmektedir.<\/p><p>Bu, d\u00fcnya \u00e7ap\u0131nda hizmet sa\u011flay\u0131c\u0131lar\u0131 ve altyap\u0131 sat\u0131c\u0131lar\u0131 aras\u0131nda bir endi\u015fe kayna\u011f\u0131 olarak belirmektedir ve bu sa\u011flay\u0131c\u0131lar\u0131n y\u00fczde 71&#8217;i standartla\u015ft\u0131r\u0131lm\u0131\u015f arabirimlerin tan\u0131mlanmas\u0131 ve uygulanmas\u0131yla ilgili endi\u015felerini dile getirmektedirler.<\/p><p>Ara\u015ft\u0131rmam\u0131z esnas\u0131nda; okudu\u011fumuz raporlarda, \u015firketlerin verileri etkili bir \u015fekilde toplay\u0131p toplamad\u0131\u011f\u0131na dair raporlar\u0131 da inceledik. Bununla birlikte veri kalitesinin bir sorun oldu\u011fu da ortaya \u00e7\u0131kt\u0131.\u00a0<\/p><p>K\u00fcresel olarak ifade edilen di\u011fer endi\u015feler aras\u0131nda \u00e7ok fazla kaynaktan elde edilen fazla miktarda veri; bozulma veya tehlike alt\u0131ndaki varl\u0131klar\u0131n g\u00f6stergelerini bulma sorunlar\u0131; verilerin \u00e7ok fazla sistemde depolanmas\u0131; ve verilerin tek ba\u015f\u0131na sahiplik veya denetim eksikli\u011fi yer almaktad\u0131r. Bu endi\u015felerin alt\u0131nda, veri analiti\u011fine y\u00f6nelik geleneksel yakla\u015f\u0131mlar\u0131n merkezi ve genel analiz ara\u00e7lar\u0131na dayand\u0131\u011f\u0131 ger\u00e7e\u011fi yatmaktad\u0131r. Bunlar, 5G a\u011flar\u0131nda artan karma\u015f\u0131kl\u0131k ve b\u00fcy\u00fck veri hacimlerini ele almak i\u00e7in uygun de\u011fildir. \u0130nceledi\u011fimiz ara\u015ft\u0131rmalarda, vurgulanan engeller (veri kalitesi, kaynaklar\u0131n ve sistemlerin \u00e7oklu\u011fu), veri analiti\u011fine y\u00f6nelik geleneksel yakla\u015f\u0131m\u0131n s\u0131n\u0131rlamalar\u0131n\u0131n g\u00f6stergesidir.<\/p><p>Yapay zeka destekli a\u011flar, sistemleri ak\u0131ll\u0131, uyarlanabilir, \u00f6z fark\u0131ndal\u0131\u011fa sahip, proaktif ve kuralc\u0131 hale getiren geli\u015fmi\u015f veri analizi kullan\u0131r. Bunlar, ili\u015fkili i\u015fletme maliyetlerinin azalt\u0131lmas\u0131nda ve hizmet sa\u011flay\u0131c\u0131lar\u0131n belirtti\u011fi bir\u00e7ok engelin, verilere g\u00f6re hareket edilmesinden kaynaklanan i\u00e7g\u00f6r\u00fcleri engellemekte \u00f6nemli bir rol oynayabilirler.<\/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-9716d2c elementor-widget elementor-widget-heading\" data-id=\"9716d2c\" 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\">A\u011f Zekas\u0131 ve Otomasyon<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c83de1c elementor-widget elementor-widget-text-editor\" data-id=\"c83de1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\">A\u011f zekas\u0131 ve otomasyon, 5G, IoT ve end\u00fcstriyel dijitalle\u015fmenin evrimi i\u00e7in \u00e7ok \u00f6nemlidir. 5G destekli teknolojiler geli\u015ftik\u00e7e, operat\u00f6rlerin a\u011f kapasitelerini art\u0131rmalar\u0131 gerekecektir. Lakin ek kapasite, ek karma\u015f\u0131kl\u0131k getirmektedir. Bu ek kapasitelerin olabildi\u011fince optimize edilmesi gerekmektedir. Bu optimizasyon s\u00fcreci de b\u00fcy\u00fck miktarda i\u015f y\u00fck\u00fc demektir. 5G kablosuz a\u011f\u0131, heterojen bir a\u011f olacakt\u0131r. Farkl\u0131 a\u011flar\u0131n bir arada bulunmas\u0131 ve bunlar\u0131n trafik verilerinin \u00f6nemli \u00f6l\u00e7\u00fcde farkl\u0131 \u00f6zelliklerle kar\u0131\u015f\u0131m\u0131, a\u011f trafi\u011finin tahminini, y\u00f6netimini ve optimizasyonunu zor bir g\u00f6rev haline getirir. Optimizasyonlar i\u00e7in insan, son karar merce\u011fi olmal\u0131d\u0131r. Optimizasyonlar\u0131 yapan temel birimin yapay zeka olmas\u0131 gerekmektedir. Yapay zeka hem i\u015f y\u00fck\u00fcn\u00fc hafifletecek, hem de karar verme s\u00fcrecini h\u0131zland\u0131racakt\u0131r.<\/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-a183b57 elementor-widget elementor-widget-heading\" data-id=\"a183b57\" 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\">RAN performans iyile\u015ftirmesi i\u00e7in \u00fc\u00e7 alan<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe921b1 elementor-widget elementor-widget-text-editor\" data-id=\"fe921b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>RAN (Radio Access Network) performans\u0131n\u0131n iyile\u015ftirilmesi, RAN operasyonunu \u00e7evrenin 3 boyutlu geometrisi ve kanal, kullan\u0131c\u0131lar ve trafik da\u011f\u0131l\u0131mlar\u0131ndaki dinamik a\u011f de\u011fi\u015fiklikleri gibi statik a\u011f \u00f6zelliklerine uyarlamak amac\u0131yla; zaman, frekans ve bo\u015fluk boyunca RAN&#8217;\u0131n kontrol parametrelerini g\u00fcncellemeyi i\u00e7ermektedir. Bu ba\u011flamda <strong>yapay zekay\u0131<\/strong> ba\u015far\u0131l\u0131 bir \u015fekilde uygulaman\u0131n temel \u00f6n ko\u015fulu, a\u011f performans\u0131n\u0131 etkileyen farkl\u0131 parametre s\u0131n\u0131flar\u0131n\u0131n do\u011fas\u0131 ve rol\u00fcn\u00fcn yan\u0131 s\u0131ra her bir s\u0131n\u0131f\u0131n karma\u015f\u0131kl\u0131\u011f\u0131 ve potansiyelinin derinlemesine anla\u015f\u0131lmas\u0131ndan ge\u00e7mektedir.<\/p><h3><strong>A\u011f tasar\u0131m\u0131 alan\u0131<\/strong><\/h3><p><strong>A\u011f tasar\u0131m alan\u0131<\/strong>, yeni h\u00fccrelerin say\u0131s\u0131 ve konumu, h\u00fccrelerin temel bant (BB) birimleriyle ili\u015fkilendirilmesi, esnek bir RAN (E-RAN) olu\u015fturmak i\u00e7in temel bant birimlerinin se\u00e7imi gibi a\u011f da\u011f\u0131t\u0131m\u0131n\u0131 tan\u0131mlayan parametreleri iyile\u015ftirmeye odaklan\u0131r (k\u0131saca yap\u0131land\u0131rmaya odaklan\u0131r).\u00a0 <strong>A\u011f tasar\u0131m\u0131<\/strong>, geleneksel olarak planlama ara\u00e7lar\u0131na ve m\u00fchendislerin alan bilgisine dayan\u0131r ve mevcut bir a\u011fa yeni h\u00fccreler eklendi\u011finde oldu\u011fu gibi olduk\u00e7a seyrek olarak ger\u00e7ekle\u015ftirilir.<\/p><h3><strong>A\u011f optimizasyon alan\u0131<\/strong><\/h3><p><strong>A\u011f optimizasyon alan\u0131<\/strong>, a\u011f hiper parametrelerini ayarlamaya odaklan\u0131r. Hiperparametre terimi her ne kadar son y\u0131llarda makine \u00f6\u011frenimi (ML) ile g\u00fc\u00e7l\u00fc bir \u015fekilde ili\u015fkilendirilmi\u015f olsa da, genellikle temel bir algoritman\u0131n davran\u0131\u015f\u0131n\u0131 kontrol etmek i\u00e7in kullan\u0131lan herhangi bir parametreyi ifade etmektedir. Algoritman\u0131n hiperparametreleri, ayn\u0131 \u00f6l\u00e7\u00fclen girdi i\u00e7in, verilen senaryo i\u00e7in daha uygun olan farkl\u0131 bir \u00e7\u0131kt\u0131 \u00fcretmek \u00fczere ayarlanmaktad\u0131r.<\/p><p><strong>A\u011f hiperparametreleri<\/strong> hem \u00e7ekirdek a\u011f\u0131 hem de RAN&#8217;\u0131 kapsasa da, burada odak noktam\u0131z h\u00fccreler ve kullan\u0131c\u0131 ekipman\u0131 i\u00e7in statik \/ yar\u0131 statik konfig\u00fcrasyon parametreleri gibi RAN hiperparametreleri ve ayr\u0131ca RAN algoritmalar\u0131n\u0131n hiperparametreleri \u00fczerine olmal\u0131d\u0131r.<\/p><p>A\u011f hiperparametreleri, RAN algoritmalar\u0131n\u0131 farkl\u0131 a\u011f senaryolar\u0131na ve ko\u015fullar\u0131na yava\u015f\u00e7a uyarlamak ve a\u011f\u0131n belirli bir alan\u0131n\u0131n (\u00f6rnek vermek gerekirse, belirli bir h\u00fccre k\u00fcmesinin) performans\u0131n\u0131, belirli anahtar performans g\u00f6stergelerinin (k\u0131saca KPI&#8217;lar\u0131n) bulundu\u011fu sabit bir duruma getirmek i\u00e7in optimize edilmi\u015ftir.\u00a0<\/p><h3><strong>RAN algoritmalar\u0131 alan\u0131<\/strong><\/h3><p>RAN algoritmalar\u0131 alan\u0131, kullan\u0131c\u0131ya \/ kullan\u0131c\u0131dan iletilen sinyali do\u011frudan etkileyen L3 ila L1 kontrol parametrelerini optimize etmeye odaklan\u0131r.\u00a0\u00d6rnekler aras\u0131nda ge\u00e7i\u015f ve ba\u011flant\u0131 kararlar\u0131 ile mod\u00fclasyon ve kodlama \u015femas\u0131, kaynak bloklar\u0131, g\u00fc\u00e7 ve kiri\u015fler gibi kaynaklar\u0131n kullan\u0131c\u0131lara tahsisi yer al\u0131r.\u00a0L3&#8217;ten L1&#8217;e algoritmalar\u0131, bu parametreleri h\u0131zl\u0131 bir zaman \u00f6l\u00e7e\u011finde, bireysel a\u011f varl\u0131klar\u0131 (\u00f6rne\u011fin h\u00fccreler ve UE&#8217;ler) i\u00e7in, kanal, trafik, kullan\u0131c\u0131 da\u011f\u0131t\u0131m\u0131 vb. A\u00e7\u0131s\u0131ndan h\u0131zla de\u011fi\u015fen ortam ko\u015fullar\u0131na uyarlar.<\/p><\/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-7282699 elementor-widget elementor-widget-heading\" data-id=\"7282699\" 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\">Kaynak\u00e7a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c4ee1c elementor-widget elementor-widget-text-editor\" data-id=\"1c4ee1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong><a href=\"https:\/\/ncrl.seu.edu.cn\/_upload\/article\/files\/dc\/fe\/40f9101145f3b4b62968b289a1f7\/fadbbd01-eb4a-4ddb-9c96-f6d44f5e0462.pdf\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence to Manage Network Traffic of 5G Wireless Networks<\/a><\/strong><\/p><p class=\"document-title\"><strong><a href=\"https:\/\/ieeexplore.ieee.org\/document\/7454338\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence-based 5G network capacity planning and operation<\/a><\/strong><\/p><p class=\"document-title\"><strong><a href=\"https:\/\/ieeexplore.ieee.org\/document\/8539642\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence in 5G Technology: A Survey<\/a><\/strong><\/p><p><a href=\"https:\/\/www.ericsson.com\/en\/network-services\/ai-5g-networks\" target=\"_blank\" rel=\"noopener\"><strong>How will AI enable the switch to 5G?<\/strong><\/a><\/p><p><a href=\"https:\/\/searchnetworking.techtarget.com\/feature\/The-essential-5G-glossary-of-key-terms-and-phrases\" target=\"_blank\" rel=\"noopener\"><strong>The essential 5G glossary of key terms and phrases<\/strong><\/a><\/p><p><a href=\"https:\/\/www.gtent.com\/tr\/documents\/network.pdf\" target=\"_blank\" rel=\"noopener\"><strong>GTENT &#8211; 5G \u00c7ekirdek \u015eebeke<\/strong><\/a><\/p><p><a href=\"https:\/\/www.gtent.com\/tr\/documents\/unit.pdf\" target=\"_blank\" rel=\"noopener\"><strong>GTENT &#8211; 5G Temel Bant \u00dcnitesi (BBU)\u00a0<\/strong><\/a><\/p><p><strong><a href=\"https:\/\/tecknexus.com\/5g-networks-the-500-global-5g-companies\/\" target=\"_blank\" rel=\"noopener\">The 500 Global 5G Companies<\/a><\/strong><\/p><p>\u00a0<\/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-293c71a elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"293c71a\" 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-07bf749\" data-id=\"07bf749\" 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-82629b5 elementor-widget elementor-widget-image\" data-id=\"82629b5\" 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<img decoding=\"async\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/03\/Egemen-Kaya.jpg\" title=\"\" alt=\"Egemen Kaya\" loading=\"lazy\" \/>\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-b8ce7c7 elementor-widget elementor-widget-heading\" data-id=\"b8ce7c7\" 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\">Egemen Kaya<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d9ffb6 elementor-widget elementor-widget-heading\" data-id=\"8d9ffb6\" 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\">Kurucu\/Ara\u015ft\u0131rmac\u0131<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93e9d54 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"93e9d54\" 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\" role=\"list\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-linkedin elementor-repeater-item-5e90c1a\" href=\"https:\/\/www.linkedin.com\/in\/mendax\/\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Linkedin<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-linkedin\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"http:\/\/www.egemenkaya.com.tr\/\" target=\"_blank\" rel=\"noopener\">\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\t\t<span class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-envelope elementor-repeater-item-3f09694\" href=\"mailto:egemen@aix.web.tr\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Envelope<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-envelope\"><\/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-b8fa1d4\" data-id=\"b8fa1d4\" 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-8ab7834 elementor-widget elementor-widget-heading\" data-id=\"8ab7834\" 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\">Telegram!<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e38577 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"8e38577\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg elementor-animation-grow\" href=\"https:\/\/t.me\/yzturkiye\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Telegram Grubumuza kat\u0131l\u0131n!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-ef3405d elementor-widget elementor-widget-heading\" data-id=\"ef3405d\" 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-8478a5c premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"8478a5c\" 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=\"2015\">\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 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 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>5G Teknolojisinde Yapay Zekan\u0131n Benimsenmesi 5G ve gelecek 4G a\u011flar\u0131 (\u0130nternet Protokol\u00fc veya IP, geni\u015f bant ba\u011flant\u0131s\u0131 kullanan ve reaksiyona dayal\u0131) ba\u011flant\u0131 ortam\u0131na hakim olurken,&hellip;<\/p>","protected":false},"author":1,"featured_media":2056,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[31,32,17,7],"class_list":["post-2015","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-5g","tag-5g-yapay-zeka","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/2015","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=2015"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/2015\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/2056"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=2015"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=2015"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=2015"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}