{"id":5061,"date":"2023-08-03T09:56:16","date_gmt":"2023-08-03T09:56:16","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5061"},"modified":"2023-10-02T10:18:21","modified_gmt":"2023-10-02T10:18:21","slug":"en-iyi-5-makine-ogrenmesi-modeli","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/en-iyi-5-makine-ogrenmesi-modeli\/","title":{"rendered":"En iyi 5 Makine \u00d6\u011frenmesi Modeli"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5061\" class=\"elementor elementor-5061\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3c53c42 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3c53c42\" 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-d06a1ed\" data-id=\"d06a1ed\" 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-a10f669 elementor-widget elementor-widget-shortcode\" data-id=\"a10f669\" 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-0d9b5a7 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0d9b5a7\" 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-2f8a7d6\" data-id=\"2f8a7d6\" 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-fa61f3b elementor-widget elementor-widget-heading\" data-id=\"fa61f3b\" 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\">En iyi 5 Makine \u00d6\u011frenmesi Modeli<\/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-4e24aaf elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e24aaf\" 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-0ded871\" data-id=\"0ded871\" 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-7b93907 elementor-widget elementor-widget-text-editor\" data-id=\"7b93907\" 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-xl 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 break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"\" data-block=\"true\" data-editor=\"93du5\" data-offset-key=\"c18hv-0-0\"><div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\" data-offset-key=\"c18hv-0-0\">Makine \u00f6\u011frenmesi, kurulu\u015flar\u0131n tahmine dayal\u0131 modeller geli\u015ftirmesine ve verilerine ili\u015fkin i\u00e7g\u00f6r\u00fcler kazanmas\u0131na yard\u0131mc\u0131 olan, heyecan verici ve h\u0131zla b\u00fcy\u00fcyen bir aland\u0131r. Makine \u00f6\u011frenmesi modelleri, hileli davran\u0131\u015f\u0131 tespit etmekten m\u00fc\u015fteri davran\u0131\u015f\u0131n\u0131 tahmin etmeye kadar \u00e7e\u015fitli senaryolarda i\u00e7g\u00f6r\u00fc elde etmek ve sonu\u00e7lar\u0131 tahmin etmek i\u00e7in kullan\u0131labilir. Bu kapsaml\u0131 k\u0131lavuzda, mevcut \u00e7e\u015fitli <strong dir=\"ltr\">makine \u00f6\u011frenmesi modellerini<\/strong>, kullan\u0131lan \u00f6\u011frenme tekniklerini ve verileriniz i\u00e7in uygun modeli nas\u0131l olu\u015fturup se\u00e7ece\u011finizi ke\u015ffedece\u011fiz.<\/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-de0aeb5 elementor-widget elementor-widget-image\" data-id=\"de0aeb5\" 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=\"590\" height=\"288\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/En-iyi-5-Makine-Ogrenmesi-Modeli.png\" class=\"attachment-large size-large wp-image-5066\" alt=\"En iyi 5 Makine \u00d6\u011frenmesi Modeli\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/En-iyi-5-Makine-Ogrenmesi-Modeli.png 590w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/En-iyi-5-Makine-Ogrenmesi-Modeli-300x146.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/En-iyi-5-Makine-Ogrenmesi-Modeli-18x9.png 18w\" sizes=\"(max-width: 590px) 100vw, 590px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">En iyi 5 Makine \u00d6\u011frenmesi Modeli<\/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-2093590 elementor-widget elementor-widget-heading\" data-id=\"2093590\" 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\">Makine \u00d6\u011frenmesi Modeli nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6bb567 elementor-widget elementor-widget-text-editor\" data-id=\"c6bb567\" 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\"><p dir=\"ltr\"><strong dir=\"ltr\">Makine \u00f6\u011frenmesi modelleri,<\/strong> bu modelleri geli\u015ftirmek i\u00e7in kullan\u0131lan algoritmalar\u0131 ve \u00f6\u011frenme tekniklerini ifade eder.\u00a0\u00d6z\u00fcnde, makine \u00f6\u011frenmesi, verilere dayal\u0131 tahminler yapmak i\u00e7in algoritmalar\u0131 e\u011fitme s\u00fcrecidir. Bir \u00f6\u011frenme algoritmas\u0131, verilerdeki kal\u0131plar\u0131 ve ili\u015fkileri tan\u0131mlamak i\u00e7in bir dizi \u201ce\u011fitim verisi\u201d \u00fczerinde e\u011fitilir. Bu modeller daha sonra yeni veriler hakk\u0131nda tahminlerde bulunmak i\u00e7in kullan\u0131labilir.<\/p><h3><strong>Makine \u00d6\u011frenmesi Modelleri i\u00e7in Kullan\u0131lan Algoritma T\u00fcrleri<\/strong><\/h3><p>Makine \u00f6\u011frenmesi modelleri i\u00e7in kullan\u0131lan \u00e7e\u015fitli algoritma t\u00fcrleri vard\u0131r. Bunlardan baz\u0131lar\u0131, \u00f6zellikle regresyon g\u00f6revleri ve s\u00fcrekli de\u011fi\u015fkenlerin tahmini i\u00e7in tasarlanm\u0131\u015f do\u011frusal regresyon; s\u0131n\u0131fland\u0131rma g\u00f6revleri ve ikili sonu\u00e7lar\u0131n tahmini i\u00e7in kullan\u0131lan lojistik regresyon; hem s\u0131n\u0131fland\u0131rma hem de regresyon i\u00e7in kullan\u0131labilen karar a\u011fa\u00e7lar\u0131; ve s\u0131n\u0131fland\u0131rma algoritmalar\u0131.<\/p><h3><strong>Makine \u00d6\u011frenmesi Modellerinde \u00d6\u011frenme Teknikleri<\/strong><\/h3><p>Makine \u00f6\u011frenmesi modellerindeki \u00f6\u011frenme teknikleri genel olarak \u00fc\u00e7 kategoriye ayr\u0131labilir: denetimli \u00f6\u011frenme, denetimsiz \u00f6\u011frenme ve takviyeli \u00f6\u011frenme. Denetimli \u00f6\u011frenmede, yeni veriler \u00fczerinde tahminler yapabilmesi i\u00e7in bir model etiketli verilerle e\u011fitilir. Denetimsiz \u00f6\u011frenme, etiketli veriler olmadan yap\u0131l\u0131r ve algoritma, veriler i\u00e7indeki kal\u0131plar\u0131 ve ili\u015fkileri tan\u0131mlamak i\u00e7in e\u011fitilir. Takviyeli \u00f6\u011frenmede, algoritma geri bildirim yoluyla karar vermeyi \u00f6\u011frenir.<\/p><\/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-897b2ad elementor-widget elementor-widget-image\" data-id=\"897b2ad\" 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\/2023\/08\/makineogrenmesi-1024x576.webp\" class=\"attachment-large size-large wp-image-5065\" alt=\"makin eogrenmesi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-1024x576.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-300x169.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-768x432.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-1536x864.webp 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi-18x10.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/makineogrenmesi.webp 1921w\" 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\">makine ogrenmesi<\/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-0672fbe elementor-widget elementor-widget-heading\" data-id=\"0672fbe\" 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\">Makine \u00d6\u011frenmesi Modellerinin 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-31f068f elementor-widget elementor-widget-text-editor\" data-id=\"31f068f\" 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\"><h3><strong>Denetimli Makine \u00d6\u011frenmesi <\/strong><\/h3><p>Denetimli makine \u00f6\u011frenmesi, algoritman\u0131n etiketli veriler \u00fczerinde e\u011fitildi\u011fi bir makine \u00f6\u011frenmesi t\u00fcr\u00fcd\u00fcr. Modele bir girdi ve bir \u00e7\u0131kt\u0131 de\u011fi\u015fkeni verilir ve algoritma girdiyi \u00e7\u0131kt\u0131 de\u011fi\u015fkenine e\u015flemeyi \u00f6\u011frenir. \u00dc\u00e7 ana denetimli \u00f6\u011frenme modeli t\u00fcr\u00fc vard\u0131r: s\u0131n\u0131fland\u0131rma, regresyon ve karar a\u011fa\u00e7lar\u0131. S\u0131n\u0131fland\u0131rma modelleri, verileri ayr\u0131k kategoriler halinde s\u0131n\u0131fland\u0131rmak i\u00e7in kullan\u0131l\u0131r. Regresyon modelleri s\u00fcrekli de\u011fi\u015fkenleri tahmin etmek i\u00e7in kullan\u0131l\u0131r ve karar a\u011fa\u00e7lar\u0131 hem s\u0131n\u0131fland\u0131rma hem de regresyon i\u00e7in kullan\u0131l\u0131r.<\/p><h4><strong>S\u0131n\u0131fland\u0131rma Modeli<\/strong><\/h4><p>Bir s\u0131n\u0131fland\u0131rma modeli, verileri ayr\u0131k kategoriler halinde s\u0131n\u0131fland\u0131rmak i\u00e7in kullan\u0131lan bir t\u00fcr denetimli \u00f6\u011frenme modelidir.\u00a0S\u0131n\u0131fland\u0131rma modeline bir \u00f6rnek, lojistik regresyon modelidir.\u00a0Bir kullan\u0131c\u0131n\u0131n bir \u00fcr\u00fcn\u00fc sat\u0131n al\u0131p almayaca\u011f\u0131 gibi ikili sonu\u00e7lar\u0131 tahmin etmek i\u00e7in kullan\u0131l\u0131r.<\/p><h4><strong>Regresyon modeli<\/strong><\/h4><p>Regresyon modelleri, s\u00fcrekli de\u011fi\u015fkenleri tahmin etmek i\u00e7in kullan\u0131lan denetimli \u00f6\u011frenme modelleridir.\u00a0Regresyon modeline bir \u00f6rnek, do\u011frusal regresyon modelidir.\u00a0Do\u011frusal regresyon, bir veya daha fazla girdi de\u011fi\u015fkenine dayal\u0131 olarak s\u00fcrekli bir \u00e7\u0131kt\u0131 de\u011fi\u015fkenini tahmin etmek i\u00e7in kullan\u0131l\u0131r.<\/p><h4><strong>Karar a\u011fac\u0131<\/strong><\/h4><p>Karar a\u011fa\u00e7lar\u0131, s\u0131n\u0131fland\u0131rma ve regresyon g\u00f6revleri i\u00e7in kullan\u0131labilen \u00e7ok y\u00f6nl\u00fc algoritmalard\u0131r.\u00a0Bir karar a\u011fac\u0131 temel olarak ak\u0131\u015f \u015femas\u0131 benzeri bir yap\u0131d\u0131r; burada her dahili d\u00fc\u011f\u00fcm, bir girdi \u00f6zelli\u011fi \u00fczerinde bir testi temsil eder ve her yaprak d\u00fc\u011f\u00fcm\u00fc, bir s\u0131n\u0131f etiketini veya bir regresyon de\u011ferini temsil eder.\u00a0Karar a\u011fa\u00e7lar\u0131, tahminlerin do\u011frulu\u011funu art\u0131rabilen rastgele ormanlar gibi topluluk modelleri olu\u015fturmak i\u00e7in birle\u015ftirilebilir.<\/p><h3><strong>Denetimsiz Makine \u00d6\u011frenmesi <\/strong><\/h3><p>Denetimsiz makine \u00f6\u011frenmesi, algoritman\u0131n etiketlenmemi\u015f veriler \u00fczerinde e\u011fitildi\u011fi bir makine \u00f6\u011frenmesi t\u00fcr\u00fcd\u00fcr. Do\u011fru \u00e7\u0131kt\u0131y\u0131 bilmedi\u011fi i\u00e7in veri i\u00e7indeki \u00f6r\u00fcnt\u00fcleri, k\u00fcmeleri ve ili\u015fkileri tan\u0131mlar. Denetimsiz \u00f6\u011frenme modellerinin \u00fc\u00e7 ana t\u00fcr\u00fc k\u00fcmeleme, sinir a\u011flar\u0131 ve matematiksel tekniklerdir.<\/p><h4><strong>K\u00fcmeleme<\/strong><\/h4><p>K\u00fcmeleme, bir veri k\u00fcmesi i\u00e7indeki ilgili veri noktalar\u0131n\u0131n gruplar\u0131n\u0131 tan\u0131mlamak i\u00e7in kullan\u0131lan bir tekniktir.\u00a0M\u00fc\u015fteri segmentasyonu, anormallik tespiti ve g\u00f6r\u00fcnt\u00fc segmentasyonu i\u00e7in yayg\u0131n olarak kullan\u0131l\u0131r.<\/p><h4><strong>Sinir a\u011f\u0131<\/strong><\/h4><p>Sinir a\u011flar\u0131, insan beyninin yap\u0131s\u0131ndan sonra modellenen bir dizi algoritmad\u0131r.\u00a0Bir veri k\u00fcmesindeki b\u00fcy\u00fck karma\u015f\u0131k kal\u0131plar\u0131 ve ili\u015fkileri \u00f6\u011frenebilirler.\u00a0G\u00f6r\u00fcnt\u00fc tan\u0131ma, konu\u015fma tan\u0131ma ve do\u011fal dil i\u015fleme gibi \u00e7e\u015fitli uygulamalarda faydal\u0131d\u0131rlar.<\/p><h4><strong>Denetimsiz \u00d6\u011frenmede Matematiksel Teknikler<\/strong><\/h4><p>Denetimsiz \u00f6\u011frenmede Tekil De\u011fer Ayr\u0131\u015f\u0131m\u0131 (SVD) ve Temel Bile\u015fen Analizi (PCA) gibi matematiksel teknikler de kullan\u0131l\u0131r.\u00a0SVD, bir veri k\u00fcmesinden sorumlu olan gizli fakt\u00f6rleri belirlemede yard\u0131mc\u0131 olurken, PCA, veri k\u00fcmesinin en kritik \u00f6zelliklerini belirlemeye yard\u0131mc\u0131 olur.<\/p><h3><strong>Takviyeli \u00d6\u011frenme<\/strong><\/h3><p>Takviyeli \u00f6\u011frenme, bir temsilcinin geri bildirim yoluyla karar vermeyi \u00f6\u011frendi\u011fi bir makine \u00f6\u011frenmesi t\u00fcr\u00fcd\u00fcr. Bir \u00f6d\u00fcl fonksiyonunu en \u00fcst d\u00fczeye \u00e7\u0131kar\u0131rken bir hedefe ula\u015fmak i\u00e7in en uygun eylem dizisini belirlemeyi i\u00e7erir. Takviyeli \u00f6\u011frenme, robotik, oyun oynama ve ak\u0131ll\u0131 karar verme sistemlerindeki uygulamalarla aktif bir ara\u015ft\u0131rma alan\u0131d\u0131r.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eca0eca elementor-widget elementor-widget-image\" data-id=\"eca0eca\" 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=\"800\" height=\"500\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-algoritmalari.jpg\" class=\"attachment-large size-large wp-image-4293\" alt=\"Makine \u00f6\u011frenmesi algoritmalar\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-algoritmalari.jpg 800w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-algoritmalari-300x188.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-algoritmalari-768x480.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-algoritmalari-18x12.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Makine \u00f6\u011frenmesi algoritmalar\u0131<\/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-9449055 elementor-widget elementor-widget-heading\" data-id=\"9449055\" 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\">Makine \u00d6\u011frenmesi Modeli Nas\u0131l Olu\u015fturulur?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30f2c7d elementor-widget elementor-widget-text-editor\" data-id=\"30f2c7d\" 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<h3><strong>Makine \u00d6\u011frenmesi Modelleri i\u00e7in Python Kullan\u0131m\u0131<\/strong><\/h3><p>Python, kullan\u0131m kolayl\u0131\u011f\u0131, a\u00e7\u0131k kaynak kitapl\u0131klar\u0131 ve bilimsel bilgi i\u015flem i\u00e7in m\u00fckemmel deste\u011fi nedeniyle makine \u00f6\u011frenmesinde kullan\u0131lan pop\u00fcler bir programlama dilidir. Python&#8217;da makine \u00f6\u011frenmesi i\u00e7in kullan\u0131lan pop\u00fcler kitapl\u0131klardan baz\u0131lar\u0131 Scikit-learn, TensorFlow, Keras ve PyTorch&#8217;tur.<\/p><h3><strong>Denetimli Makine \u00d6\u011frenmesi Modeli Olu\u015fturmak \u0130\u00e7in Ad\u0131m Ad\u0131m K\u0131lavuz<\/strong><\/h3><p>Denetimli bir makine \u00f6\u011frenmesi modeli olu\u015fturma s\u00fcreci \u015fu ad\u0131mlarda \u00f6zetlenebilir: veri toplama, verileri haz\u0131rlama ve temizleme, uygun bir algoritma se\u00e7me, verileri e\u011fitim ve test k\u00fcmelerine ay\u0131rma, modeli e\u011fitim verileri \u00fczerinde e\u011fitme ve de\u011ferlendirme ve modelin test verileri \u00fczerinde optimize edilmesi.<\/p><h3><strong>Verileriniz \u0130\u00e7in En \u0130yi Modeli Se\u00e7mek<\/strong><\/h3><p>Verileriniz i\u00e7in uygun bir model se\u00e7mek, ba\u015far\u0131l\u0131 bir makine \u00f6\u011frenmesi modeli olu\u015fturmak i\u00e7in \u00f6nemli bir ad\u0131md\u0131r. \u00c7\u00f6zmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z sorunun t\u00fcr\u00fcne, veri k\u00fcmenizin boyutuna ve tahmin etmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z sonu\u00e7 de\u011fi\u015fkenine uygun bir algoritma se\u00e7meyi i\u00e7erir. Toplulukla \u00f6\u011frenme, modellerin performans\u0131n\u0131 art\u0131rmak i\u00e7in kullan\u0131lan ba\u015fka bir pop\u00fcler tekniktir.<\/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-24f217f elementor-widget elementor-widget-image\" data-id=\"24f217f\" 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=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir.jpg\" class=\"attachment-large size-large wp-image-4285\" alt=\"Makine \u00f6\u011frenmesi nedir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Makine-ogrenmesi-nedir-18x10.jpg 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Makine \u00f6\u011frenmesi nedir?<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37aabb7 elementor-widget elementor-widget-heading\" data-id=\"37aabb7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Derin \u00d6\u011frenme Modelleri Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cda2efb elementor-widget elementor-widget-text-editor\" data-id=\"cda2efb\" 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\"><h3><strong>Derin \u00d6\u011frenme Modellerine Genel Bak\u0131\u015f<\/strong><\/h3><p>Derin \u00f6\u011frenme modelleri, verilerin b\u00fcy\u00fck ve karma\u015f\u0131k temsillerini \u00f6\u011frenebilen bir makine \u00f6\u011frenmesi alt k\u00fcmesidir. \u0130nsan beyninin n\u00f6ral yap\u0131s\u0131na g\u00f6re modellenirler ve \u00f6zelliklerin derin hiyerar\u015filerini \u00f6\u011frenebilirler. G\u00f6r\u00fcnt\u00fc tan\u0131ma, konu\u015fma tan\u0131ma, do\u011fal dil i\u015fleme ve otonom s\u00fcr\u00fc\u015f gibi \u00e7e\u015fitli uygulamalarda faydal\u0131d\u0131rlar.<\/p><h3><strong>Derin \u00d6\u011frenme Modellerinin T\u00fcrleri<\/strong><\/h3><p>Pek \u00e7ok derin \u00f6\u011frenme modeli t\u00fcr\u00fc vard\u0131r ve en pop\u00fcler olanlardan baz\u0131lar\u0131 Konvol\u00fcsyonel Sinir A\u011flar\u0131 (CNN), Tekrarlayan Sinir A\u011flar\u0131 (RNN) ve Uzun K\u0131sa S\u00fcreli Bellektir (LSTM).\u00a0CNN&#8217;ler genellikle g\u00f6r\u00fcnt\u00fc ve konu\u015fma tan\u0131ma g\u00f6revleri i\u00e7in kullan\u0131l\u0131rken, RNN&#8217;ler konu\u015fma ve metin gibi s\u0131ral\u0131 veriler i\u00e7in kullan\u0131l\u0131r.\u00a0LSTM&#8217;ler, uzun s\u00fcreli ba\u011f\u0131ml\u0131l\u0131klar\u0131 olan dizileri modellemek i\u00e7in idealdir.<\/p><h3><strong>Veri Biliminde Derin \u00d6\u011frenme Modellerinin Uygulamalar\u0131<\/strong><\/h3><p>Derin \u00f6\u011frenme modelleri, g\u00f6r\u00fcnt\u00fc tan\u0131madan anormallik saptamaya, do\u011fal dil i\u015flemeye ve \u00f6neri sistemlerine kadar veri biliminde kapsaml\u0131 uygulamalar bulmu\u015ftur.\u00a0Sa\u011fl\u0131k, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a>, e-ticaret ve ula\u015f\u0131m gibi bir\u00e7ok sekt\u00f6rde kullan\u0131lmaktad\u0131rlar.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-244c940 elementor-widget elementor-widget-heading\" data-id=\"244c940\" 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\">Sonu\u00e7<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fdde93 elementor-widget elementor-widget-text-editor\" data-id=\"5fdde93\" 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\"><h3><strong><span>Anahtar Kavramlar\u0131n \u00d6zeti<\/span><\/strong><\/h3><p><span>Makine \u00f6\u011frenmesi modelleri, verilere dayal\u0131 tahminler yapmak i\u00e7in kullan\u0131lan bir dizi algoritma ve \u00f6\u011frenme tekni\u011fidir. Doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 tespit etmekten m\u00fc\u015fteri davran\u0131\u015f\u0131n\u0131 tahmin etmeye kadar \u00e7e\u015fitli uygulamalar i\u00e7in kullan\u0131labilirler.\u00a0Denetimli, denetimsiz ve peki\u015ftirmeli olmak \u00fczere \u00fc\u00e7 ana makine \u00f6\u011frenmesi modeli t\u00fcr\u00fc vard\u0131r. Python, kullan\u0131m kolayl\u0131\u011f\u0131 ve k\u00fct\u00fcphane deste\u011fi nedeniyle makine \u00f6\u011frenmesinde kullan\u0131lan pop\u00fcler bir dildir. Derin \u00f6\u011frenme modelleri, \u00f6zelliklerin derin hiyerar\u015filerini \u00f6\u011frenebilen ve g\u00f6r\u00fcnt\u00fc tan\u0131ma ve do\u011fal dil i\u015fleme gibi \u00e7e\u015fitli uygulamalarda kullan\u0131lan makine \u00f6\u011frenmesinin bir alt k\u00fcmesidir.<\/span><\/p><h3><strong><span>Makine \u00d6\u011frenmesi Modellerinin Gelece\u011fi<\/span><\/strong><\/h3><p><span>Makine \u00f6\u011frenmesi h\u0131zla geli\u015fen bir aland\u0131r ve bilgi i\u015flem g\u00fcc\u00fc ve b\u00fcy\u00fck verilerdeki geli\u015fmelerle gelecekte daha karma\u015f\u0131k ve do\u011fru modeller g\u00f6rmesi bekleniyor. Makine \u00f6\u011frenmesi, verilerimizle nas\u0131l etkile\u015fim kurdu\u011fumuzu \u015fimdiden de\u011fi\u015ftiriyor ve her kurulu\u015fun ara\u00e7 setinde \u00f6nemli bir ara\u00e7 haline gelmesi sadece an meselesi.<\/span><\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\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-cb6f077 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cb6f077\" 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-3036dde\" data-id=\"3036dde\" 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data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c637d2e elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"c637d2e\" 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-03fb601\" data-id=\"03fb601\" 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-d5ba762 elementor-widget elementor-widget-heading\" data-id=\"d5ba762\" 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-4e57cb3 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"4e57cb3\" 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=\"5061\">\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&apos;den Claude&apos;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>En iyi 5 Makine \u00d6\u011frenmesi Modeli Makine \u00f6\u011frenmesi, kurulu\u015flar\u0131n tahmine dayal\u0131 modeller geli\u015ftirmesine ve verilerine ili\u015fkin i\u00e7g\u00f6r\u00fcler kazanmas\u0131na yard\u0131mc\u0131 olan, heyecan verici ve h\u0131zla b\u00fcy\u00fcyen&hellip;<\/p>","protected":false},"author":1,"featured_media":5066,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[76,63,17,7],"class_list":["post-5061","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-makine","tag-makine-ogrenmesi","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5061","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=5061"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5061\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5066"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5061"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5061"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}