{"id":6825,"date":"2024-07-19T06:01:03","date_gmt":"2024-07-19T06:01:03","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6825"},"modified":"2024-07-24T04:57:00","modified_gmt":"2024-07-24T04:57:00","slug":"bilmeniz-gereken-4-onemli-makine-ogrenmesi-turu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/bilmeniz-gereken-4-onemli-makine-ogrenmesi-turu\/","title":{"rendered":"Bilmeniz Gereken 4 \u00d6nemli Makine \u00d6\u011frenmesi T\u00fcr\u00fc"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6825\" class=\"elementor elementor-6825\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-772ef32 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"772ef32\" 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-675eb43\" data-id=\"675eb43\" 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-94258d0 elementor-widget elementor-widget-shortcode\" data-id=\"94258d0\" 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-fde2e65 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fde2e65\" 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-ec960ea\" data-id=\"ec960ea\" 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-75668ac elementor-widget elementor-widget-heading\" data-id=\"75668ac\" 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\">Bilmeniz Gereken 4 \u00d6nemli Makine \u00d6\u011frenmesi T\u00fcr\u00fc\n<\/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-80e9171 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"80e9171\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b7c5a69\" data-id=\"b7c5a69\" 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-ce6987f elementor-widget elementor-widget-text-editor\" data-id=\"ce6987f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 gizmo:py-2 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-atezo-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-atezo-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" dir=\"auto\" data-testid=\"conversation-turn-3\" data-scroll-anchor=\"true\"><div class=\"py-2 px-3 text-base md:px-4 m-auto md:px-5 lg:px-1 xl:px-5\"><div class=\"mx-auto flex flex-1 gap-3 text-base juice:gap-4 juice:md:gap-6 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem]\"><div class=\"relative flex w-full min-w-0 flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto gap-3\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"bc7c50cf-2fb6-4b29-962b-4203960bcab2\"><div class=\"markdown prose w-full break-words dark:prose-invert light\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"134099d1-001d-4d6b-a36e-2ab12fff8470\"><div class=\"flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-[3px]\"><div class=\"markdown prose w-full break-words dark:prose-invert light\"><p>Makine \u00f6\u011frenmesi, verilerdeki kal\u0131plar\u0131 belirleyerek ve a\u00e7\u0131k bir programlama olmaks\u0131z\u0131n tahminlerde bulunarak yapay zekan\u0131n bir dal\u0131 olarak \u00f6ne \u00e7\u0131kar. Algoritmalar ve istatistiksel modeller, deneme yan\u0131lma ve geri bildirim y\u00f6ntemleriyle optimize edilerek makinelerin deneyimle ve daha fazla veriye maruz kalarak \u00f6\u011frenmelerini sa\u011flar. Makine \u00f6\u011frenmesi, doland\u0131r\u0131c\u0131l\u0131k tespiti, sa\u011fl\u0131k hizmetleri tahminleri ve do\u011fal dil i\u015fleme gibi bir\u00e7ok farkl\u0131 end\u00fcstri ve uygulama alan\u0131nda kullan\u0131l\u0131r.<\/p><p>Makine \u00f6\u011frenmesi algoritmalar\u0131 d\u00f6rt ana kategoriye ayr\u0131l\u0131r: g\u00f6zetimli \u00f6\u011frenme, g\u00f6zetimsiz \u00f6\u011frenme, yar\u0131 g\u00f6zetimli \u00f6\u011frenme ve takviyeli \u00f6\u011frenme.<\/p><p>\u0130\u015fte her bir \u00f6\u011frenme t\u00fcr\u00fc hakk\u0131nda bilmeniz gerekenler ve bunlar\u0131n birka\u00e7 kullan\u0131m alan\u0131:<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/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-05eb3af elementor-widget elementor-widget-image\" data-id=\"05eb3af\" 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=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu-1024x576.jpg\" class=\"attachment-large size-large wp-image-6826\" alt=\"Bilmeniz Gereken 4 \u00d6nemli Makine \u00d6\u011frenmesi T\u00fcr\u00fc\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu-1024x576.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu-18x10.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/07\/Bilmeniz-Gereken-4-Onemli-Makine-Ogrenmesi-Turu.jpg 1365w\" 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\">Bilmeniz Gereken 4 \u00d6nemli Makine \u00d6\u011frenmesi T\u00fcr\u00fc<\/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-19d487a elementor-widget elementor-widget-heading\" data-id=\"19d487a\" 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\">1. G\u00f6zetimli \u00d6\u011frenme<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e974ac elementor-widget elementor-widget-text-editor\" data-id=\"7e974ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"4777d7fb-791d-4d2e-b46e-c2b1b47bd41c\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>G\u00f6zetimli \u00f6\u011frenme, etiketli e\u011fitim verileri kullan\u0131larak bir makine ve algoritmalar\u0131n\u0131n e\u011fitilmesini i\u00e7erir ve \u00f6nemli miktarda insan rehberli\u011fi gerektirir. Bu, en yayg\u0131n kullan\u0131lan makine \u00f6\u011frenmesi t\u00fcrlerinden biridir ve s\u0131n\u0131fland\u0131rma, regresyon veya tahmin gibi g\u00f6revlerde modelleri e\u011fitmek i\u00e7in kullan\u0131l\u0131r.<\/p><p>Bu y\u00f6ntem, etiketli veri k\u00fcmeleri kullan\u0131larak ger\u00e7ekle\u015ftirildi\u011fi i\u00e7in \u00f6nemli miktarda insan m\u00fcdahalesi gerektirir. Veriler, \u00f6zellikler (girdi verileri) ve etiketler (\u00e7\u0131kt\u0131 verileri) olarak ayr\u0131l\u0131r.<\/p><p>\u00d6zellikler, boy, maa\u015f, renk veya hayvan t\u00fcr\u00fc gibi bireysel ve \u00f6l\u00e7\u00fclebilir veri birimlerini ifade eder. Etiketler ise, verileri belirli \u00f6zelliklere g\u00f6re gruplamak i\u00e7in kullan\u0131l\u0131r ve genellikle insanlar taraf\u0131ndan makineye belirli verilerin ba\u011flam\u0131n\u0131 a\u00e7\u0131klamak i\u00e7in manuel olarak atan\u0131r. \u00d6rne\u011fin, bir resimde bir k\u00f6pe\u011fin var olup olmad\u0131\u011f\u0131 veya bir ses klibinde &#8220;merhaba&#8221; kelimesinin s\u00f6ylenip s\u00f6ylenmedi\u011fi gibi bilgiler etiketler arac\u0131l\u0131\u011f\u0131yla belirtilir. Bu, makinenin hangi \u00f6\u011feleri tan\u0131mas\u0131 gerekti\u011fini ve gelecekte ham verilerden etiketli \u00f6\u011feleri nas\u0131l tan\u0131mlayaca\u011f\u0131n\u0131 \u00f6\u011frenmesine yard\u0131mc\u0131 olur.<\/p><p>G\u00f6zetimli \u00f6\u011frenmede, etiketli giri\u015f ve \u00e7\u0131k\u0131\u015f verileri s\u00fcrekli olarak insan taraf\u0131ndan e\u011fitilen sistemlere beslenir ve yeniden beslenir, bu da makinelere ger\u00e7ek zamanl\u0131 rehberlik sa\u011flar. Bu s\u00fcre\u00e7, her yeni veri k\u00fcmesi sisteme eklendi\u011finde tahminlerin do\u011frulu\u011funu art\u0131r\u0131r. \u0130nsanlar ayr\u0131ca bu s\u00fcre\u00e7te makine \u00f6\u011frenme algoritmas\u0131n\u0131n do\u011frulu\u011fu hakk\u0131nda geri bildirim sa\u011flar ve bu da algoritman\u0131n zamanla daha iyi \u00f6\u011frenmesine yard\u0131mc\u0131 olur.<\/p><p>G\u00f6zetimli \u00f6\u011frenme \u00f6rnekleri \u015funlard\u0131r:<br \/>&#8211; \u00d6neri sistemleri ve \u00f6neri motorlar\u0131<br \/>&#8211; Gelen kutusu spam tespiti<br \/>&#8211; Hisse senedi ve konut piyasas\u0131 de\u011fer tahmini<\/p><p>G\u00f6zetimli \u00f6\u011frenme, belirli algoritmalar ve istatistiksel y\u00f6ntemler i\u00e7in bir \u015femsiye g\u00f6revi g\u00f6r\u00fcr. Bu y\u00f6ntemler aras\u0131nda s\u0131n\u0131fland\u0131rma ve regresyon bulunur.<\/p><p><strong>S\u0131n\u0131fland\u0131rma: <\/strong><br \/>Verileri daha fazla kategorize etmek i\u00e7in kullan\u0131lan s\u0131n\u0131fland\u0131rma algoritmalar\u0131, bu verileri s\u0131ralamak ve gizlemek i\u00e7in harika ara\u00e7lard\u0131r. \u00d6rne\u011fin, Gmail gibi b\u00fcy\u00fck e-posta istemcileri, baz\u0131 e-postalar\u0131 otomatik olarak spam veya promosyonlar klas\u00f6r\u00fcne y\u00f6nlendirebilir ve bu e-postalar\u0131 g\u00f6r\u00fcn\u00fcmden gizleyebilir. Pop\u00fcler s\u0131n\u0131fland\u0131rma algoritmalar\u0131 aras\u0131nda K-en yak\u0131n kom\u015fu (KNN), saf Bayes s\u0131n\u0131fland\u0131r\u0131c\u0131 algoritmalar\u0131, destek vekt\u00f6r makinesi (SVM) algoritmalar\u0131, karar a\u011fa\u00e7lar\u0131 ve rastgele orman modelleri bulunur.<\/p><p><strong>Regresyon:<\/strong><br \/>Regresyon algoritmalar\u0131, e\u011filimleri tahmin etmek i\u00e7in s\u0131kl\u0131kla kullan\u0131lan ara\u00e7lard\u0131r. Bu algoritmalar, do\u011fru tahminler yapmak i\u00e7in sonu\u00e7lar ve di\u011fer ba\u011f\u0131ms\u0131z de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkileri belirler. Do\u011frusal regresyon algoritmalar\u0131 en yayg\u0131n kullan\u0131lanlard\u0131r, ancak di\u011fer yayg\u0131n olarak kullan\u0131lan regresyon algoritmalar\u0131 aras\u0131nda lojistik regresyon, ridge regresyon ve lasso regresyon bulunur. Basit do\u011frusal regresyonda, bir \u00f6zellik x de\u011fi\u015fkeni olarak, bir etiket ise y de\u011fi\u015fkeni olarak davran\u0131r.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-270bc68 elementor-widget elementor-widget-heading\" data-id=\"270bc68\" 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\">2. G\u00f6zetimsiz \u00d6\u011frenme\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d52e791 elementor-widget elementor-widget-text-editor\" data-id=\"d52e791\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>G\u00f6zetimsiz \u00f6\u011frenme, ne etiketlenmi\u015f ne de etiketlenmemi\u015f ham verilerin sistem taraf\u0131ndan i\u015flenmesini sa\u011flayarak, insanlar\u0131n i\u015f y\u00fck\u00fcn\u00fc azalt\u0131r. Bu algoritmalar, insanlar taraf\u0131ndan fark edilmeyen b\u00fcy\u00fck ve yap\u0131land\u0131r\u0131lmam\u0131\u015f veri k\u00fcmelerindeki kal\u0131plar\u0131 veya anormallikleri ke\u015ffeder. Bu, \u00f6zellikle k\u00fcmeleme veya boyut azaltma gibi g\u00f6revlerde uygulanabilir.<\/p><p>G\u00f6zetimsiz \u00f6\u011frenme algoritmalar\u0131, verileri analiz edip benzerlik ve farkl\u0131l\u0131klara g\u00f6re gruplayarak veri noktalar\u0131 aras\u0131ndaki ili\u015fkileri ortaya \u00e7\u0131kar\u0131r.<\/p><h4><strong>G\u00f6zetimsiz \u00d6\u011frenme \u00d6rnekleri<\/strong><\/h4><p>&#8211; Otomatik m\u00fc\u015fteri ve hedef kitle segmentasyonu<br \/>&#8211; Bilgisayar g\u00f6r\u00fc\u015f\u00fc<br \/>&#8211; \u0130hlal ve anormallik tespiti<\/p><h3><strong>Yayg\u0131n G\u00f6zetimsiz \u00d6\u011frenme Y\u00f6ntemleri<\/strong><\/h3><h4><strong>K\u00fcmeleme<\/strong><\/h4><p>K\u00fcmeleme algoritmalar\u0131, g\u00f6zetimsiz \u00f6\u011frenmesinin en yayg\u0131n \u00f6rneklerindendir. Bu algoritmalar, ham verilerdeki benzerliklere odaklan\u0131r ve bu bilgileri kullanarak verileri grupland\u0131r\u0131r. Bu sayede, ham verilere yap\u0131 kazand\u0131r\u0131l\u0131r. K\u00fcmeleme algoritmalar\u0131, genellikle pazarlama verileriyle m\u00fc\u015fteri i\u00e7g\u00f6r\u00fcleri toplamak ve doland\u0131r\u0131c\u0131l\u0131k tespiti i\u00e7in kullan\u0131l\u0131r. \u00d6ne \u00e7\u0131kan k\u00fcmeleme algoritmalar\u0131 aras\u0131nda hiyerar\u015fik k\u00fcmeleme ve k-ortalamalar k\u00fcmelemesi bulunur.<\/p><h4><strong>Boyut Azaltma<\/strong><\/h4><p>Boyut azaltma, veri k\u00fcmesindeki \u00f6zelliklerin say\u0131s\u0131n\u0131 azalt\u0131rken verilerin \u00f6nemli \u00f6zelliklerini koruma s\u00fcrecidir. Bu, makine \u00f6\u011frenmesi modellerinde i\u015fleme s\u00fcresini, depolama alan\u0131n\u0131, karma\u015f\u0131kl\u0131\u011f\u0131 ve a\u015f\u0131r\u0131 uyumu azaltmak i\u00e7in yap\u0131l\u0131r. Boyut azaltma iki ana y\u00f6ntemle ger\u00e7ekle\u015ftirilir: \u00f6zellik se\u00e7imi ve \u00f6zellik \u00e7\u0131karma. \u00d6zellik se\u00e7imi, orijinal \u00f6zellik k\u00fcmesinden ilgili \u00f6zelliklerin bir alt k\u00fcmesini se\u00e7meyi i\u00e7erir ve bu, modeli basitle\u015ftirip do\u011frulu\u011fu art\u0131r\u0131r. \u00d6zellik \u00e7\u0131karma ise ham verilerden yeni, \u00f6nemli \u00f6zellikler elde etmeye odaklan\u0131r ve gereksiz verileri keserek \u00e7\u0131kt\u0131y\u0131 en \u00e7ok iyile\u015ftiren \u00f6zellikleri belirler.<\/p><p>Pop\u00fcler boyut azaltma algoritmalar\u0131 aras\u0131nda temel bile\u015fen analizi (PCA), negatif olmayan matris fakt\u00f6rizasyonu (NMF), do\u011frusal ay\u0131r\u0131c\u0131 analiz (LDA) ve genelle\u015ftirilmi\u015f ay\u0131r\u0131c\u0131 analiz (GDA) yer al\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-153dc7c elementor-widget elementor-widget-heading\" data-id=\"153dc7c\" 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\">3. Yar\u0131-G\u00f6zetimli \u00d6\u011frenme\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da12483 elementor-widget elementor-widget-text-editor\" data-id=\"da12483\" 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>Yar\u0131-denetimli \u00f6\u011frenme, hem denetimli hem de denetimsiz \u00f6\u011frenmenin dengeli bir birle\u015fimini sunar. Bu y\u00f6ntemde, k\u00fc\u00e7\u00fck bir etiketli veri seti ile b\u00fcy\u00fck bir etiketsiz veri seti birlikte i\u015flenir. Bu strateji, algoritmalara daha fazla emek gerektiren denetimli \u00f6\u011frenme algoritmalar\u0131nda oldu\u011fu gibi zaman, \u00e7aba ve maliyet y\u00fck\u00fc getirmeden, ilgili kal\u0131plar\u0131 tespit etme ve denetimsiz \u00f6\u011frenme algoritmalar\u0131na k\u0131yasla daha do\u011fru tahminler yapma avantaj\u0131 sa\u011flar.<\/p><p>Yar\u0131-denetimli \u00f6\u011frenme, hem etiketli hem de etiketsiz verileri kullanarak genellikle her iki veri t\u00fcr\u00fc i\u00e7in geli\u015ftirilmi\u015f ve uyarlanm\u0131\u015f g\u00f6zetimli ve g\u00f6zetimsiz algoritmalara dayan\u0131r.<\/p><p>Yar\u0131-denetimli \u00f6\u011frenmenin baz\u0131 uygulama alanlar\u0131 \u015funlard\u0131r:<\/p><ul><li>Doland\u0131r\u0131c\u0131l\u0131k tespiti<\/li><li>Konu\u015fma tan\u0131ma<\/li><li>Metin belgesi s\u0131n\u0131fland\u0131rmas\u0131<\/li><\/ul><p>Yar\u0131-denetimli \u00f6\u011frenme kapsam\u0131nda kullan\u0131lan baz\u0131 algoritmalar \u015funlard\u0131r:<\/p><p><strong>Kendi Kendine E\u011fitim:<\/strong> Bu algoritmalar, etiketli verilerin k\u00fc\u00e7\u00fck bir k\u0131sm\u0131 \u00fczerinde e\u011fitilmi\u015f bir model kullanarak etiketlenmemi\u015f veriler hakk\u0131nda tahminlerde bulunur. Bu model, &#8220;s\u00f6zde etiketleyici&#8221; olarak adland\u0131r\u0131l\u0131r ve elde edilen tahminler etiketli veri setine eklenir. Bu s\u00fcre\u00e7, t\u00fcm veri \u00f6rnekleri etiketlenene kadar tekrarlan\u0131r, b\u00f6ylece modelin do\u011frulu\u011fu zamanla artar.<\/p><p><strong>Etiket Yay\u0131l\u0131m\u0131:<\/strong> Etiket yay\u0131l\u0131m\u0131 algoritmalar\u0131, genellikle bir grafik sinir a\u011f\u0131 \u00fczerinde \u00e7al\u0131\u015farak etiketleri veri k\u00fcmesinde yayar veya atar. Bu algoritmalar, genellikle k\u00fc\u00e7\u00fck bir etiketli veri k\u00fcmesi ile ba\u015flar ve etiketleri, grafikteki do\u011frudan ba\u011flant\u0131lara g\u00f6re tahsis eder. Etiket yay\u0131l\u0131m\u0131, topluluklar\u0131 h\u0131zla tan\u0131mlamak, anormal davran\u0131\u015flar\u0131 tespit etmek veya pazarlama stratejilerini geli\u015ftirmek gibi uygulamalarda kullan\u0131labilir. \u00d6rne\u011fin, bir grafikte belirli bir \u00fcr\u00fcn\u00fc be\u011fenen bir m\u00fc\u015fteri, do\u011frudan ba\u011flant\u0131l\u0131 di\u011fer m\u00fc\u015fteriler taraf\u0131ndan da be\u011fenilebilir.<\/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-c671e01 elementor-widget elementor-widget-heading\" data-id=\"c671e01\" 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\">4. Takviyeli \u00d6\u011frenme\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-833e0d3 elementor-widget elementor-widget-text-editor\" data-id=\"833e0d3\" 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>Takviyeli \u00f6\u011frenme (reinforcement learning) ile <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> destekli bilgisayar yaz\u0131l\u0131mlar\u0131, \u00e7evresel etkenlere ba\u011f\u0131ms\u0131z olarak yan\u0131t verebilen ve istenen sonu\u00e7lar\u0131 elde edebilen ak\u0131ll\u0131 ajanlarla donat\u0131l\u0131r. Bu ajanlar, sim\u00fclasyonlardan bilgisayar oyunlar\u0131na kadar \u00e7e\u015fitli ortamlar\u0131 analiz edebilir ve \u00e7evreleriyle etkile\u015fimde bulunabilirler.<\/p><p>Ak\u0131ll\u0131 ajanlar, belirli davran\u0131\u015flar\u0131 \u00f6d\u00fcllendirilerek veya istenmeyen davran\u0131\u015flar\u0131 cezaland\u0131r\u0131larak e\u011fitilir. Bu s\u00fcre\u00e7te, ajanlar \u00e7evrelerini alg\u0131lar ve etkile\u015fimde bulunarak deneme yan\u0131lma yoluyla \u00f6\u011frenirler. Sonu\u00e7 olarak, pozitif peki\u015ftirme yoluyla en uygun performans\u0131 sergileyecek \u015fekilde geli\u015firler.<\/p><p>Takviyeli \u00f6\u011frenme uygulama alanlar\u0131na \u00f6rnekler:<\/p><ul><li>Robot teknolojileri<\/li><li>Otonom ara\u00e7lar<\/li><li>Makinelerin belirli yetenekler ve davran\u0131\u015flar kazanmas\u0131<\/li><\/ul><p>Takviyeli \u00f6\u011frenme algoritmalar\u0131ndan baz\u0131lar\u0131 \u015funlard\u0131r:<\/p><p><strong>Q-\u00d6\u011frenme<\/strong>: Q-\u00f6\u011frenme, ak\u0131ll\u0131 ajan\u0131n \u00e7evresinin bir modeline ihtiya\u00e7 duymadan \u00f6\u011frenmesini sa\u011flayan bir algoritmad\u0131r. Bu algoritmalar, eylemlerin de\u011ferlerini \u00f6d\u00fcller temelinde iteratif olarak hesaplar ve bu sayede zamanla sonu\u00e7lar ve davran\u0131\u015flar iyile\u015ftirilir.<\/p><p><strong>Derin Takviyeli \u00d6\u011frenme<\/strong>: Derin takviyeli \u00f6\u011frenme, otonom ara\u00e7lar, video oyunlar\u0131 ve robotlar\u0131n geli\u015ftirilmesinde kullan\u0131lan bir y\u00f6ntemdir. Bu yakla\u015f\u0131m, derin \u00f6\u011frenme tekniklerini (yapay sinir a\u011flar\u0131 tabanl\u0131 makine \u00f6\u011frenmesi) takviyeli \u00f6\u011frenme ile birle\u015ftirir. Derin takviyeli \u00f6\u011frenme, b\u00fcy\u00fck veri setleri ve y\u00fcksek i\u015flem g\u00fcc\u00fc gerektirir.<\/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-19ee069 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19ee069\" 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-ab9efb4\" data-id=\"ab9efb4\" 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-e7d904a elementor-widget elementor-widget-image\" data-id=\"e7d904a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f84b256 elementor-widget elementor-widget-heading\" data-id=\"f84b256\" 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-a496db7 elementor-widget elementor-widget-heading\" data-id=\"a496db7\" 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-1491549 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"1491549\" 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-c74834e\" data-id=\"c74834e\" 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-c558802 elementor-widget elementor-widget-heading\" data-id=\"c558802\" 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-efc071d premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"efc071d\" 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=\"6825\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Bilmeniz Gereken 4 \u00d6nemli Makine \u00d6\u011frenmesi T\u00fcr\u00fc Makine \u00f6\u011frenmesi, verilerdeki kal\u0131plar\u0131 belirleyerek ve a\u00e7\u0131k bir programlama olmaks\u0131z\u0131n tahminlerde bulunarak yapay zekan\u0131n bir dal\u0131 olarak \u00f6ne&hellip;<\/p>","protected":false},"author":1,"featured_media":6826,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17],"class_list":["post-6825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6825","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=6825"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6825\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6826"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6825"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6825"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}