{"id":5817,"date":"2023-09-25T07:10:00","date_gmt":"2023-09-25T07:10:00","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5817"},"modified":"2023-09-25T07:18:15","modified_gmt":"2023-09-25T07:18:15","slug":"sinir-agi-nasil-calisir-ve-turleri-nelerdir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/sinir-agi-nasil-calisir-ve-turleri-nelerdir\/","title":{"rendered":"Sinir A\u011f\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r ve T\u00fcrleri Nelerdir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5817\" class=\"elementor elementor-5817\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fa1f87d elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fa1f87d\" 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-a74bcfd\" data-id=\"a74bcfd\" 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-70da425 elementor-widget elementor-widget-shortcode\" data-id=\"70da425\" 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 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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\" 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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-a9d7c86 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a9d7c86\" 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-78bacc7\" data-id=\"78bacc7\" 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-1b8cf99 elementor-widget elementor-widget-heading\" data-id=\"1b8cf99\" 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\">Sinir A\u011f\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r ve T\u00fcrleri Nelerdir?<\/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-fb75b37 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fb75b37\" 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-64f5b58\" data-id=\"64f5b58\" 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-8f52ca2 elementor-widget elementor-widget-text-editor\" data-id=\"8f52ca2\" 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\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-11\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"subtitle\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-9\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>G\u00fcn\u00fcm\u00fcz\u00fcn en heyecan verici teknolojilerinden biri olan <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a>, insan benzeri d\u00fc\u015f\u00fcnme ve \u00f6\u011frenme yeteneklerini taklit eden bir\u00e7ok y\u00f6ntem i\u00e7erir. Bu y\u00f6ntemlerden biri de sinir a\u011flar\u0131d\u0131r. Sinir a\u011flar\u0131, insan beyninin i\u015fleyi\u015finden ilham alarak karma\u015f\u0131k problemleri \u00e7\u00f6zmek ve verileri i\u015flemek i\u00e7in kullan\u0131lan g\u00fc\u00e7l\u00fc bir yapay zeka arac\u0131d\u0131r. Ancak, nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131n\u0131 ve \u00e7e\u015fitlerini anlamadan, sinir a\u011flar\u0131n\u0131n bu b\u00fcy\u00fcleyici d\u00fcnyas\u0131na giri\u015f yapmak zor olabilir. Bu yaz\u0131da, sinir a\u011flar\u0131n\u0131n temel \u00e7al\u0131\u015fma prensiplerini ve farkl\u0131 t\u00fcrlerini inceleyerek, bu teknolojinin kap\u0131lar\u0131n\u0131 sizin i\u00e7in aralayaca\u011f\u0131z. Haz\u0131r m\u0131s\u0131n\u0131z, sinir a\u011flar\u0131n\u0131n s\u0131rlar\u0131na birlikte dalal\u0131m!<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><p>\u00d6ncelikle <strong>&#8220;sinir a\u011f\u0131 nedir?&#8221;<\/strong> sorusuna bir a\u00e7\u0131kl\u0131k getirelim. Sinir a\u011f\u0131 (ya da yapay sinir a\u011f\u0131), biyolojik sinir sisteminden ilham al\u0131narak olu\u015fturulan bir yapay zeka modelidir. Sinir a\u011flar\u0131, karma\u015f\u0131k veri analizi, desen tan\u0131ma, tahmin yapma ve s\u0131n\u0131fland\u0131rma gibi \u00e7e\u015fitli g\u00f6revlerde kullan\u0131labilen g\u00fc\u00e7l\u00fc bir makine \u00f6\u011frenme tekni\u011fidir. \u0130nsan beyninin \u00e7al\u0131\u015fma \u015feklini taklit etmek amac\u0131yla tasarlanm\u0131\u015ft\u0131r.<\/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>\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-bd3f82a elementor-widget elementor-widget-image\" data-id=\"bd3f82a\" 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=\"690\" height=\"460\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nasil-Calisir-ve-Turleri-nelerdir.jpg\" class=\"attachment-large size-large wp-image-5821\" alt=\"Sinir A\u011f\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r ve T\u00fcrleri nelerdir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nasil-Calisir-ve-Turleri-nelerdir.jpg 690w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nasil-Calisir-ve-Turleri-nelerdir-300x200.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nasil-Calisir-ve-Turleri-nelerdir-18x12.jpg 18w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Sinir A\u011f\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r ve T\u00fcrleri nelerdir?<\/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-8743cf6 elementor-widget elementor-widget-heading\" data-id=\"8743cf6\" 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 sinir a\u011flar\u0131 nas\u0131l \u00e7al\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-b596491 elementor-widget elementor-widget-text-editor\" data-id=\"b596491\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-15\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Bir yapay sinir a\u011f\u0131 genellikle paralel olarak \u00e7al\u0131\u015fan ve katmanlar veya tabakalar halinde d\u00fczenlenmi\u015f bir\u00e7ok i\u015flemciyi i\u00e7erir. \u0130nsan g\u00f6rsel i\u015flemesi ile benzerlik ta\u015f\u0131yan ilk katman, ham girdi verilerini kabul eder. Ard\u0131\u015f\u0131k her katman, kendisinden \u00f6nce gelen katman\u0131n \u00e7\u0131kt\u0131lar\u0131na dayal\u0131 olarak i\u015flem yapar; bu, optik sinirlerin daha uzaktaki n\u00f6ronlardan sinyal almas\u0131 gibi bir yap\u0131ya sahiptir. Son katman ise sistemin nihai \u00e7\u0131kt\u0131s\u0131n\u0131 \u00fcretir.<\/p><p>Her i\u015flemci d\u00fc\u011f\u00fcm\u00fc, g\u00f6zlemledikleri ve ba\u015flang\u0131\u00e7ta programland\u0131\u011f\u0131 veya kendi deneyimleriyle geli\u015ftirdi\u011fi kurallar dahil olmak \u00fczere kendi k\u00fc\u00e7\u00fck bilgi alan\u0131na sahiptir. Katmanlar aras\u0131nda s\u0131k\u0131 bir ba\u011flant\u0131 vard\u0131r; bu, Katman N&#8217;deki her d\u00fc\u011f\u00fcm\u00fcn, Katman N-1&#8217;deki girdilerden ald\u0131\u011f\u0131 verileri i\u015fleyerek ve bu verileri Katman N+1&#8217;deki bir dizi d\u00fc\u011f\u00fcme ileterek \u00e7al\u0131\u015ft\u0131\u011f\u0131 anlam\u0131na gelir. \u00c7\u0131k\u0131\u015f katman\u0131, sistemin \u00fcretti\u011fi yan\u0131tlar\u0131n okunabilece\u011fi bir veya daha fazla d\u00fc\u011f\u00fcm i\u00e7erir.<\/p><p>Yapay sinir a\u011flar\u0131n\u0131n dikkat \u00e7ekici bir \u00f6zelli\u011fi, adaptasyon yetene\u011fidir; bu, ilk e\u011fitimden sonra kendilerini de\u011fi\u015ftirme yetene\u011fine sahip olduklar\u0131 ve sonraki \u00e7al\u0131\u015fmalarda daha fazla bilgi edinildi\u011finde bu de\u011fi\u015fiklikleri ger\u00e7ekle\u015ftirdikleri anlam\u0131na gelir. Temel \u00f6\u011frenme modeli, her d\u00fc\u011f\u00fcm\u00fcn girdi ak\u0131\u015flar\u0131n\u0131 de\u011ferlendirerek \u00f6nceki katmanlardan gelen verilerin \u00f6nemini \u00f6l\u00e7t\u00fc\u011f\u00fc ve do\u011fru sonu\u00e7lar\u0131n elde edilmesine katk\u0131da bulunan girdilere daha fazla a\u011f\u0131rl\u0131k verdi\u011fi bir a\u011f\u0131rl\u0131kland\u0131rma s\u00fcrecine odaklan\u0131r.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc0769f elementor-widget elementor-widget-image\" data-id=\"bc0769f\" 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=\"473\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir-1024x575.jpg\" class=\"attachment-large size-large wp-image-5820\" alt=\"Sinir A\u011f\u0131 Nedir? Tan\u0131m\u0131, Avantajlar\u0131 ve Dezavantajlar\u0131 Nelerdir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir-1024x575.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir-300x168.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir-768x431.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir-18x10.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Sinir-Agi-Nedir-Tanimi-Avantajlari-ve-Dezavantajlari-Nelerdir.jpg 1119w\" 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\">Sinir A\u011f\u0131 Nedir? Tan\u0131m\u0131, Avantajlar\u0131 ve Dezavantajlar\u0131 Nelerdir?<\/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-f9fff1a elementor-widget elementor-widget-heading\" data-id=\"f9fff1a\" 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\">Sinir a\u011flar\u0131 nas\u0131l \u00f6\u011frenir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79724e7 elementor-widget elementor-widget-text-editor\" data-id=\"79724e7\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Genellikle, bir yapay sinir a\u011f\u0131 (YSA), ba\u015flang\u0131\u00e7ta b\u00fcy\u00fck miktarda veriyle e\u011fitilir veya beslenir. E\u011fitim s\u00fcreci, a\u011fa girdi verileri sunarak ve \u00e7\u0131kt\u0131n\u0131n nas\u0131l olmas\u0131 gerekti\u011fini \u00f6\u011freterek ger\u00e7ekle\u015fir. \u00d6rne\u011fin, bir y\u00fcz tan\u0131ma a\u011f\u0131 olu\u015fturmak i\u00e7in ilk e\u011fitim seti, akt\u00f6rlerin, akt\u00f6r olmayanlar\u0131n, maskelerin, heykellerin ve hayvan y\u00fczlerinin bulundu\u011fu bir dizi resim i\u00e7erebilir. Her giri\u015f verisi, e\u015fle\u015fen kimlik bilgilerini i\u00e7erebilir, \u00f6rne\u011fin akt\u00f6r isimleri veya &#8220;akt\u00f6r de\u011fil&#8221; veya &#8220;insan de\u011fil&#8221; gibi tan\u0131mlay\u0131c\u0131 bilgiler. Bu yan\u0131tlar\u0131n sa\u011flanmas\u0131, modelin i\u00e7 a\u011f\u0131rl\u0131klar\u0131n\u0131 daha iyi ayarlamak i\u00e7in bir f\u0131rsat sunar.<\/p><p>\u00d6rnek olarak, David, Dianne ve Dakota d\u00fc\u011f\u00fcmleri, Ernie d\u00fc\u011f\u00fcm\u00fcne gelen bir giri\u015f resminin Brad Pitt&#8217;in bir resmi oldu\u011funu s\u00f6ylerse, ancak Durango d\u00fc\u011f\u00fcm\u00fc bunun George Clooney oldu\u011funu iddia ederse ve e\u011fitim verisi Brad Pitt oldu\u011funu do\u011frularsa, Ernie, Durango&#8217;nun giri\u015fine atad\u0131\u011f\u0131 a\u011f\u0131rl\u0131\u011f\u0131 azalt\u0131rken David, Dianne ve Dakota&#8217;ya verdi\u011fi a\u011f\u0131rl\u0131\u011f\u0131 art\u0131r\u0131r.<\/p><p>Sinir a\u011flar\u0131, kurallar\u0131 tan\u0131mlarken ve kararlar\u0131n\u0131 belirlerken (her bir d\u00fc\u011f\u00fcm\u00fcn \u00f6nceki katmandan gelen girdilere dayal\u0131 olarak bir sonraki katmana ne g\u00f6nderece\u011fine dair kararlar\u0131n\u0131) \u00e7e\u015fitli ilkeler kullan\u0131r. Bu ilkeler aras\u0131nda gradyan tabanl\u0131 e\u011fitim, bulan\u0131k mant\u0131k, genetik algoritmalar ve Bayes y\u00f6ntemleri bulunur. Ayr\u0131ca, model verilerindeki nesne ili\u015fkileriyle ilgili temel kurallar da \u00f6\u011frenebilir.<\/p><p>\u00d6rne\u011fin, bir y\u00fcz tan\u0131ma sistemi i\u00e7in &#8220;Ka\u015flar g\u00f6zlerin \u00fcst\u00fcnde bulunur&#8221; veya &#8220;B\u0131y\u0131klar burnun alt\u0131ndad\u0131r. B\u0131y\u0131klar a\u011fz\u0131n \u00fcst\u00fcnde ve\/veya yan\u0131ndad\u0131r&#8221; gibi talimatlar verilebilir. Bu t\u00fcr kurallar\u0131n \u00f6nceden y\u00fcklenmesi, e\u011fitim s\u00fcrecini h\u0131zland\u0131rabilir ve modelin daha h\u0131zl\u0131 ve g\u00fc\u00e7l\u00fc hale gelmesine yard\u0131mc\u0131 olabilir. Ancak, bu kurallar\u0131n ne zaman ve nas\u0131l uygulanaca\u011f\u0131na dair yanl\u0131\u015f ve verimsiz varsay\u0131mlar i\u00e7erebilece\u011fi unutulmamal\u0131d\u0131r; bu varsay\u0131mlar, kararlar\u0131n do\u011fas\u0131n\u0131 etkileyebilir.<\/p><p>Ayr\u0131ca, algoritmalar\u0131 e\u011fitirken insanlar\u0131n yapabilece\u011fi varsay\u0131mlar, sinir a\u011flar\u0131n\u0131n k\u00fclt\u00fcrel \u00f6nyarg\u0131lar\u0131 g\u00fc\u00e7lendirmesine yol a\u00e7abilir. \u00d6nyarg\u0131l\u0131 veri setleri, e\u011fitim verileri \u00fczerinde kendi ba\u015flar\u0131na \u00f6r\u00fcnt\u00fc tan\u0131ma yapabilen sistemler i\u00e7in bir zorluk olu\u015fturur. Veri beslemesi tarafs\u0131z de\u011filse (ve neredeyse hi\u00e7bir veri tarafs\u0131z de\u011filse), makine \u00f6nyarg\u0131lar\u0131 yayabilir.<\/p><\/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-e26e9da elementor-widget elementor-widget-image\" data-id=\"e26e9da\" 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 loading=\"lazy\" decoding=\"async\" width=\"639\" height=\"360\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Gecmisten-gunumuze-sinir-agi-sinir-aglarinin-tarihi.jpg\" class=\"attachment-large size-large wp-image-5823\" alt=\"Ge\u00e7mi\u015ften G\u00fcn\u00fcm\u00fcze Sinir A\u011f\u0131 (Sinir A\u011flar\u0131&#039;n\u0131n Tarihi)\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Gecmisten-gunumuze-sinir-agi-sinir-aglarinin-tarihi.jpg 639w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Gecmisten-gunumuze-sinir-agi-sinir-aglarinin-tarihi-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Gecmisten-gunumuze-sinir-agi-sinir-aglarinin-tarihi-18x10.jpg 18w\" sizes=\"(max-width: 639px) 100vw, 639px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Ge\u00e7mi\u015ften G\u00fcn\u00fcm\u00fcze Sinir A\u011f\u0131 (Sinir A\u011flar\u0131'n\u0131n Tarihi)<\/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-0162810 elementor-widget elementor-widget-heading\" data-id=\"0162810\" 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\">Sinir a\u011f\u0131 t\u00fcrleri\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd99b58 elementor-widget elementor-widget-text-editor\" data-id=\"bd99b58\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Sinir a\u011flar\u0131, bazen girdi ve \u00e7\u0131kt\u0131 aras\u0131ndaki ili\u015fkiyi tan\u0131mlamak i\u00e7in ne kadar \u00e7ok katman i\u00e7erdi\u011fine veya modelin derinli\u011fine, i\u00e7erdi\u011fi gizli katmanlar\u0131n say\u0131s\u0131na g\u00f6re s\u0131n\u0131fland\u0131r\u0131labilir. Bu nedenle sinir a\u011f\u0131 terimi, genellikle derin \u00f6\u011frenmeyle e\u015fanlaml\u0131 olarak kullan\u0131l\u0131r. Ayr\u0131ca, bir modelin niteli\u011fi gizli d\u00fc\u011f\u00fcmlerinin say\u0131s\u0131 veya her bir d\u00fc\u011f\u00fcm\u00fcn giri\u015f ve \u00e7\u0131k\u0131\u015f katmanlar\u0131n\u0131n say\u0131s\u0131yla da a\u00e7\u0131klanabilir. Klasik sinir a\u011f\u0131 tasar\u0131mlar\u0131nda yap\u0131lan de\u011fi\u015fiklikler, bilginin katmanlar aras\u0131nda nas\u0131l ileri ve geri yay\u0131ld\u0131\u011f\u0131na dair farkl\u0131 yakla\u015f\u0131mlara izin verir.<\/p><p>Yapay sinir a\u011flar\u0131n\u0131n belirli t\u00fcrleri \u015funlar\u0131 i\u00e7erir:<\/p><\/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-f1b0129 elementor-widget elementor-widget-heading\" data-id=\"f1b0129\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u0130leri beslemeli sinir a\u011flar\u0131\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80b0b39 elementor-widget elementor-widget-text-editor\" data-id=\"80b0b39\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Sinir a\u011flar\u0131n\u0131n en temel t\u00fcrlerinden biri olan bu a\u011flar, bilgiyi giri\u015f d\u00fc\u011f\u00fcmlerinden ge\u00e7irerek \u00e7\u0131k\u0131\u015f d\u00fc\u011f\u00fcm\u00fcne do\u011fru y\u00f6nlendirirler. A\u011flar, i\u015fleyi\u015flerini daha anla\u015f\u0131l\u0131r hale getiren gizli katmanlara sahip olabilirler veya olmayabilirler. Ayr\u0131ca, b\u00fcy\u00fck miktardaki g\u00fcr\u00fclt\u00fcy\u00fc i\u015flemeye uygunlard\u0131r.<\/p><p>Bu t\u00fcr bir Yapay Sinir A\u011f\u0131 hesaplama modeli, y\u00fcz tan\u0131ma ve bilgisayarl\u0131 g\u00f6rme gibi teknolojilerde kullan\u0131lmaktad\u0131r.<\/p><\/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-91b52dc elementor-widget elementor-widget-heading\" data-id=\"91b52dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Tekrarlayan sinir a\u011flar\u0131 (RNN'ler)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0cd14a3 elementor-widget elementor-widget-text-editor\" data-id=\"0cd14a3\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>RNN&#8217;ler, do\u011falar\u0131 gere\u011fi daha karma\u015f\u0131k olan sinir a\u011f\u0131 yap\u0131lar\u0131d\u0131r. Bu yap\u0131lar, i\u015fleme d\u00fc\u011f\u00fcmlerinin \u00e7\u0131kt\u0131lar\u0131n\u0131 kaydederek ve bu \u00e7\u0131kt\u0131lar\u0131 modele geri ileterek \u00f6\u011frenme i\u015flemini ger\u00e7ekle\u015ftirirler. RNN modellerindeki her d\u00fc\u011f\u00fcm, i\u015flemlerin hesaplanmas\u0131n\u0131 s\u00fcrd\u00fcren bir t\u00fcr bellek h\u00fccresi olarak i\u015flev g\u00f6r\u00fcr.<\/p><p>Bu sinir a\u011f\u0131, ba\u015flang\u0131\u00e7ta ileri beslemeli bir a\u011f gibi bilgiyi i\u015flemeye ba\u015flar, ancak daha sonra i\u015flenen bilgileri gelecekteki tahminler i\u00e7in hat\u0131rlamaya devam eder. E\u011fer a\u011f\u0131n tahminleri yanl\u0131\u015fsa, sistem kendi kendine d\u00fczeltmeyi \u00f6\u011frenir ve geri yay\u0131l\u0131m s\u0131ras\u0131nda do\u011fru tahminlere daha yak\u0131n \u00e7al\u0131\u015fmaya devam eder.<\/p><p>Bu t\u00fcr RNN yap\u0131lar\u0131, \u00f6zellikle metinden konu\u015fmaya d\u00f6n\u00fc\u015f\u00fcm g\u00f6revlerinde s\u0131k\u00e7a kullan\u0131l\u0131r.<\/p><\/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-b497ba5 elementor-widget elementor-widget-heading\" data-id=\"b497ba5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Evri\u015fimsel sinir a\u011flar\u0131 (CNN'ler)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0767cd7 elementor-widget elementor-widget-text-editor\" data-id=\"0767cd7\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>CNN&#8217;ler (Convolutional Neural Networks), g\u00fcn\u00fcm\u00fczde en s\u0131k tercih edilen model t\u00fcrlerinden biridir. Bu hesaplamal\u0131 model, birden fazla evri\u015fim katman\u0131 i\u00e7eren ve tamamen ba\u011flant\u0131l\u0131 veya bir araya getirilebilen \u00e7ok katmanl\u0131 alg\u0131lay\u0131c\u0131lar\u0131n bir t\u00fcr\u00fcn\u00fc kullan\u0131r. Bu evri\u015fim katmanlar\u0131, giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc dikd\u00f6rtgen b\u00f6lgelere b\u00f6len ve bu b\u00f6lgeleri do\u011frusal olmayan i\u015flemlerden ge\u00e7irerek \u00f6zellik haritalar\u0131 olu\u015fturan bile\u015fenlerdir.<\/p><p>CNN modelleri \u00f6zellikle g\u00f6r\u00fcnt\u00fc tan\u0131ma alan\u0131nda olduk\u00e7a yayg\u0131n olarak kullan\u0131lmaktad\u0131r. Y\u00fcz tan\u0131ma, metin s\u0131n\u0131fland\u0131rma ve do\u011fal dil i\u015fleme gibi yapay zeka alan\u0131n\u0131n en geli\u015fmi\u015f uygulamalar\u0131nda ba\u015far\u0131yla kullan\u0131lm\u0131\u015ft\u0131r. Ayr\u0131ca a\u00e7\u0131klama tespiti, sinyal i\u015fleme ve g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma gibi bir\u00e7ok farkl\u0131 kullan\u0131m alan\u0131nda da etkilidirler.<\/p><\/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-8373506 elementor-widget elementor-widget-heading\" data-id=\"8373506\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Dekonvol\u00fcsyonel sinir a\u011flar\u0131\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-709827e elementor-widget elementor-widget-text-editor\" data-id=\"709827e\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Dekonvol\u00fcsyon a\u011flar\u0131, tersine m\u00fchendislik uygulayarak bir CNN modelini yeniden olu\u015fturan bir s\u00fcre\u00e7 kullan\u0131r. \u0130lk ba\u015fta, CNN sisteminin g\u00f6revi a\u00e7\u0131s\u0131ndan \u00f6nemsiz oldu\u011fu d\u00fc\u015f\u00fcn\u00fclen kay\u0131p \u00f6zellikleri veya sinyalleri geri kazanmaya \u00e7al\u0131\u015f\u0131rlar. Bu t\u00fcr bir a\u011f modeli, g\u00f6r\u00fcnt\u00fc sentezi ve analizi gibi bir\u00e7ok uygulamada kullan\u0131labilir.<\/p><\/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-bea2949 elementor-widget elementor-widget-heading\" data-id=\"bea2949\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Mod\u00fcler sinir a\u011flar\u0131\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9dde34a elementor-widget elementor-widget-text-editor\" data-id=\"9dde34a\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-7\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Bunlar, birden fazla ba\u011f\u0131ms\u0131z sinir a\u011f\u0131 i\u00e7eren bir yap\u0131y\u0131 tan\u0131mlamaktad\u0131r. Bu sinir a\u011flar\u0131, hesaplama i\u015flemi s\u0131ras\u0131nda birbirleriyle ileti\u015fim kurmazlar veya birbirlerinin i\u015flemlerine m\u00fcdahale etmezler. Bu nedenle, karma\u015f\u0131k veya b\u00fcy\u00fck hesaplama i\u015flemleri daha verimli bir \u015fekilde ger\u00e7ekle\u015ftirilebilir.<\/p><\/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\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-8656f91 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8656f91\" 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-86c4f14\" data-id=\"86c4f14\" 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-deef7bb elementor-widget elementor-widget-image\" data-id=\"deef7bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d58b231 elementor-widget elementor-widget-heading\" data-id=\"d58b231\" 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-94d5873 elementor-widget elementor-widget-heading\" data-id=\"94d5873\" 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-41c2c00 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"41c2c00\" 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-e80d427\" data-id=\"e80d427\" 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-b9e67c2 elementor-widget elementor-widget-heading\" data-id=\"b9e67c2\" 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-4d117c3 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"4d117c3\" 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=\"5817\">\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>Sinir A\u011f\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r ve T\u00fcrleri nelerdir? G\u00fcn\u00fcm\u00fcz\u00fcn en heyecan verici teknolojilerinden biri olan yapay zeka, insan benzeri d\u00fc\u015f\u00fcnme ve \u00f6\u011frenme yeteneklerini taklit eden bir\u00e7ok&hellip;<\/p>","protected":false},"author":1,"featured_media":5821,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[113,17],"class_list":["post-5817","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-sinir-agi","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5817","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=5817"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5817\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5821"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5817"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5817"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5817"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}