{"id":4570,"date":"2023-03-16T10:29:06","date_gmt":"2023-03-16T10:29:06","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4570"},"modified":"2023-10-02T10:20:48","modified_gmt":"2023-10-02T10:20:48","slug":"makine-ogrenimi-farkli-makine-ogrenimi-turlerine-ve-nasil-calistiklarina-derinlemesine-bir-bakis","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/makine-ogrenimi-farkli-makine-ogrenimi-turlerine-ve-nasil-calistiklarina-derinlemesine-bir-bakis\/","title":{"rendered":"Makine \u00d6\u011frenimi: Farkl\u0131 Makine \u00d6\u011frenimi T\u00fcrlerine ve Nas\u0131l \u00c7al\u0131\u015ft\u0131klar\u0131na Derinlemesine Bir Bak\u0131\u015f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4570\" class=\"elementor elementor-4570\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c2646a6 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed 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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 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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-d8fea02\" data-id=\"d8fea02\" 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-12e9d4c elementor-widget elementor-widget-heading\" data-id=\"12e9d4c\" 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\">Makine \u00d6\u011frenimi: Farkl\u0131 Makine \u00d6\u011frenimi T\u00fcrlerine ve Nas\u0131l \u00c7al\u0131\u015ft\u0131klar\u0131na Derinlemesine Bir Bak\u0131\u015f\n\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-dd27b84 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dd27b84\" 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-449face\" data-id=\"449face\" 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-be102a4 elementor-widget elementor-widget-text-editor\" data-id=\"be102a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Makine \u00f6\u011frenimi, son y\u0131llarda h\u0131zla geli\u015fen bir alan olmu\u015ftur. Makine \u00f6\u011frenimi, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> alan\u0131n\u0131n bir alt dal\u0131d\u0131r ve bilgisayarlar\u0131n \u00f6\u011frenmesini ve geli\u015fmesini sa\u011flayan bir teknolojidir. Bu yaz\u0131da, makine \u00f6\u011frenimi kavram\u0131n\u0131 tan\u0131mlayacak, farkl\u0131 makine \u00f6\u011frenimi t\u00fcrlerine derinlemesine bir bak\u0131\u015f atacak ve her birinin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131na dair ayr\u0131nt\u0131l\u0131 bir a\u00e7\u0131klama yapaca\u011f\u0131z.<\/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-0602a7f elementor-widget elementor-widget-heading\" data-id=\"0602a7f\" 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\u011frenimi Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c55844f elementor-widget elementor-widget-text-editor\" data-id=\"c55844f\" 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>Makine \u00f6\u011frenimi, belirli bir i\u015flevi yerine getirmek i\u00e7in tasarlanm\u0131\u015f bir algoritman\u0131n, insanlar\u0131n \u00e7\u00f6zmesi zor olan problemlerle ilgili verileri kullanarak, kendi kendine \u00f6\u011frenmesini sa\u011flayan yenilik\u00e7i bir teknolojidir. Bu veriler genellikle, \u00f6nceden belirlenmi\u015f \u00f6r\u00fcnt\u00fcleri tan\u0131mlamak i\u00e7in yap\u0131lan \u00e7al\u0131\u015fmalar\u0131n sonucudur ve makine \u00f6\u011frenimi algoritmalar\u0131, bu verileri kullanarak do\u011fru \u00e7\u0131kt\u0131lar\u0131 elde etmek i\u00e7in kendilerini s\u00fcrekli olarak geli\u015ftirirler. Bug\u00fcn, makine \u00f6\u011frenimi teknolojisi, bir\u00e7ok farkl\u0131 sekt\u00f6rde kullan\u0131lmakta ve \u00f6zellikle i\u015fletmelerin veri analizi, risk analizi ve otomasyonu gibi alanlarda b\u00fcy\u00fck bir fayda sa\u011flamaktad\u0131r.<\/p><\/div><\/div><\/div><div class=\"flex justify-between\"><div class=\"text-gray-400 flex self-end lg:self-center justify-center mt-2 gap-3 md:gap-4 lg:gap-1 lg:absolute lg:top-0 lg:translate-x-full lg:right-0 lg:mt-0 lg:pl-2 visible\"><p>Ayr\u0131ca, makine \u00f6\u011frenimi, b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken insan hatalar\u0131n\u0131 minimize etme, veri setlerindeki \u00f6nemli \u00f6zellikleri belirleme ve trendleri tan\u0131mlama konular\u0131nda da son derece yararl\u0131d\u0131r. Bu teknoloji, \u00f6zellikle otomasyonun artt\u0131\u011f\u0131 \u00fcretim end\u00fcstrisinde, i\u015f g\u00fcc\u00fc verimlili\u011fini ve \u00fcretim s\u00fcre\u00e7lerinin optimize edilmesini sa\u011flar. Ayr\u0131ca, sa\u011fl\u0131k end\u00fcstrisinde hastal\u0131klar\u0131n erken te\u015fhisi ve tedavi planlar\u0131n\u0131n olu\u015fturulmas\u0131 gibi \u00f6nemli uygulamalar da bulunmaktad\u0131r.<\/p><p>Makine \u00f6\u011frenimi teknolojisi, \u00f6zellikle son y\u0131llarda b\u00fcy\u00fck bir geli\u015fme g\u00f6stermi\u015f ve bu teknolojinin kullan\u0131m\u0131, h\u0131zla artmaktad\u0131r. Bu nedenle, makine \u00f6\u011frenimine yat\u0131r\u0131m yapmak ve bu teknolojiyi \u00f6\u011frenmek, bir\u00e7ok farkl\u0131 sekt\u00f6rde rekabet avantaj\u0131 sa\u011flayabilir. Ancak, makine \u00f6\u011frenimindeki ba\u015far\u0131, do\u011fru veri setlerinin ve modellerinin se\u00e7imine, veri \u00f6n i\u015fleme tekniklerine ve algoritmalar\u0131n do\u011fru \u015fekilde tasarlanmas\u0131na ba\u011fl\u0131d\u0131r. Bu nedenle, makine \u00f6\u011frenimi teknolojisini kullanacak olan ki\u015filerin, bu konuda yeterli e\u011fitim ve deneyime sahip olmalar\u0131 \u00f6nemlidir.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ca9649 elementor-widget elementor-widget-image\" data-id=\"8ca9649\" 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=\"468\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi.jpg\" class=\"attachment-large size-large wp-image-4715\" alt=\"makine-\u00f6\u011frenimi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi.jpg 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-300x167.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-768x427.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-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\u011frenimi<\/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-261a34d elementor-widget elementor-widget-heading\" data-id=\"261a34d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">G\u00f6zetimli \u00d6\u011frenme\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-595851e elementor-widget elementor-widget-text-editor\" data-id=\"595851e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6zetimli \u00f6\u011frenme, makine \u00f6\u011freniminin en yayg\u0131n kullan\u0131lan t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr makine \u00f6\u011frenimi algoritmalar\u0131, veri setleri \u00fczerinde e\u011fitilirler ve sonras\u0131nda bu verileri kullanarak bir \u00e7\u0131kt\u0131 elde ederler. Bu t\u00fcr algoritmalar, \u00f6zellikle s\u0131n\u0131fland\u0131rma ve regresyon problemlerini \u00e7\u00f6zmek i\u00e7in kullan\u0131l\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-03a693e elementor-widget elementor-widget-heading\" data-id=\"03a693e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">G\u00f6zetimsiz \u00d6\u011frenme<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fde2fc elementor-widget elementor-widget-text-editor\" data-id=\"1fde2fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6zetimsiz \u00f6\u011frenme, veri setlerindeki yap\u0131y\u0131 anlamak i\u00e7in kullan\u0131l\u0131r. Bu t\u00fcr makine \u00f6\u011frenimi algoritmalar\u0131, verileri etiketlemeden \u00f6nce veri setleri \u00fczerinde \u00e7al\u0131\u015f\u0131rlar. G\u00f6zetimsiz \u00f6\u011frenme algoritmalar\u0131, s\u0131n\u0131fland\u0131rma ve regresyon problemlerini \u00e7\u00f6zmek i\u00e7in kullan\u0131lmazlar ancak verilerin yap\u0131s\u0131n\u0131 anlamak i\u00e7in \u00f6nemlidirler.<\/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-9e71a50 elementor-widget elementor-widget-heading\" data-id=\"9e71a50\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Takviye \u00d6\u011frenme\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a4c3ff elementor-widget elementor-widget-text-editor\" data-id=\"7a4c3ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Takviye \u00f6\u011frenme, bir makinenin bir ortamda belli bir davran\u0131\u015f sergilemesini \u00f6\u011frenmesi i\u00e7in kullan\u0131l\u0131r. Bu t\u00fcr algoritmalar, bir davran\u0131\u015f\u0131n sonu\u00e7lar\u0131n\u0131 \u00f6\u011frenmek i\u00e7in bir ortamda e\u011fitilirler ve bu sonu\u00e7lar\u0131 gelecekteki kararlar\u0131nda kullan\u0131rlar. Takviye \u00f6\u011frenme, \u00f6zellikle oyunlar ve robotik gibi alanlarda kullan\u0131l\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-7e9e313 elementor-widget elementor-widget-heading\" data-id=\"7e9e313\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Derin \u00d6\u011frenme<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc668b9 elementor-widget elementor-widget-text-editor\" data-id=\"cc668b9\" 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>Derin \u00f6\u011frenme, yapay sinir a\u011f\u0131 a\u011f\u0131 kullanarak karma\u015f\u0131k g\u00f6revleri ger\u00e7ekle\u015ftiren bir makine \u00f6\u011frenimi alt dal\u0131d\u0131r. Bu t\u00fcr algoritmalar, insan beynindeki n\u00f6ronlar\u0131n \u00e7al\u0131\u015fma \u015fekline benzer bir \u015fekilde verileri i\u015flerler. Derin \u00f6\u011frenme algoritmalar\u0131, g\u00f6r\u00fcnt\u00fc, ses ve do\u011fal dil i\u015fleme gibi alanlarda kullan\u0131l\u0131rlar.<\/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-e74e96a elementor-widget elementor-widget-image\" data-id=\"e74e96a\" 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=\"768\" height=\"512\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/makine-ogrenmesi.jpg\" class=\"attachment-large size-large wp-image-4431\" alt=\"makine \u00f6\u011frenmesi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/makine-ogrenmesi.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/makine-ogrenmesi-300x200.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/01\/makine-ogrenmesi-18x12.jpg 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">makine \u00f6\u011frenmesi<\/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-c287cdd elementor-widget elementor-widget-heading\" data-id=\"c287cdd\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Do\u011fal Dil \u0130\u015fleme (NLP)<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa7ceb1 elementor-widget elementor-widget-text-editor\" data-id=\"aa7ceb1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Do\u011fal dil i\u015fleme, insan dilini anlay\u0131p \u00fcreten bilgisayar sistemleri olu\u015fturma s\u00fcrecidir. Bu t\u00fcr sistemler, metin verileri \u00fczerinde \u00e7al\u0131\u015f\u0131rlar ve verileri anlamak, \u00e7evirmek veya olu\u015fturmak i\u00e7in kullan\u0131l\u0131rlar. Do\u011fal dil i\u015fleme algoritmalar\u0131, insanlar\u0131n dillerini anlamak ve kullanmak i\u00e7in kulland\u0131\u011f\u0131 dilbilgisi ve anlam bilgisi kurallar\u0131n\u0131 taklit ederler.<\/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-0b238ec elementor-widget elementor-widget-heading\" data-id=\"0b238ec\" 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<h4 class=\"elementor-heading-title elementor-size-default\">G\u00f6r\u00fcnt\u00fc \u0130\u015fleme<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3103e72 elementor-widget elementor-widget-text-editor\" data-id=\"3103e72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6r\u00fcnt\u00fc i\u015fleme, dijital g\u00f6r\u00fcnt\u00fcler \u00fczerinde \u00e7al\u0131\u015fan bir bilgisayar bilimi dal\u0131d\u0131r. Bu t\u00fcr algoritmalar, g\u00f6r\u00fcnt\u00fclerin \u00f6zelliklerini belirleyerek nesneleri, y\u00fczleri ve sahneleri tan\u0131mlayabilirler. G\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131, foto\u011fraf d\u00fczenleme, g\u00fcvenlik kameralar\u0131 ve araba s\u00fcr\u00fcc\u00fcs\u00fcz teknolojisi gibi bir\u00e7ok farkl\u0131 alanda kullan\u0131l\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-5f00f8c elementor-widget elementor-widget-heading\" data-id=\"5f00f8c\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Makine \u00d6\u011freniminde Kullan\u0131lan Teknikler\n<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b6f96a elementor-widget elementor-widget-text-editor\" data-id=\"3b6f96a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Makine \u00f6\u011frenimi i\u00e7in kullan\u0131lan teknikler, \u00f6zellikle verilerin nas\u0131l i\u015flendi\u011fini ve modele nas\u0131l uyarland\u0131\u011f\u0131n\u0131 belirler. Bu teknikler, karar a\u011fa\u00e7lar\u0131, destek vekt\u00f6r makineleri, k-NN, gradient boosting, k\u00fcmeler ve sinir a\u011f\u0131 gibi farkl\u0131 algoritmalar\u0131 i\u00e7erir. Her bir teknik, belirli bir sorunu \u00e7\u00f6zmek i\u00e7in daha iyi olabilir ve kullan\u0131lan veri setine ba\u011fl\u0131 olarak performans farkl\u0131l\u0131klar\u0131 g\u00f6sterebilir.<\/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-2c22ca9 elementor-widget elementor-widget-heading\" data-id=\"2c22ca9\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Makine \u00d6\u011freniminde Veri \u00d6n \u0130\u015fleme<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c610c3a elementor-widget elementor-widget-text-editor\" data-id=\"c610c3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Makine \u00f6\u011freniminde veri \u00f6n i\u015fleme, verilerin analiz edilebilir ve anlaml\u0131 hale getirilmesi s\u00fcrecidir. Veri \u00f6n i\u015fleme, verilerin temizlenmesi, \u00f6zellikle eksik veya bozuk verilerin d\u00fczeltilmesi ve veri setlerinin \u00f6l\u00e7eklendirilmesi gibi farkl\u0131 teknikleri i\u00e7erir. Veri \u00f6n i\u015fleme, makine \u00f6\u011frenimi modellerinin do\u011frulu\u011funu art\u0131r\u0131r ve hatalar\u0131 \u00f6nler.<\/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-f005a03 elementor-widget elementor-widget-heading\" data-id=\"f005a03\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Makine \u00d6\u011frenimi Uygulama \u00d6rnekleri\n<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6585aca elementor-widget elementor-widget-text-editor\" data-id=\"6585aca\" 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>Makine \u00f6\u011frenimi, bir\u00e7ok farkl\u0131 alanda uygulanabilir. \u00d6rne\u011fin, e-ticaret \u015firketleri, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek ve \u00f6neriler sunmak i\u00e7in makine \u00f6\u011frenimi kullan\u0131rlar. Sa\u011fl\u0131k sekt\u00f6r\u00fcnde, hastal\u0131klar\u0131n te\u015fhis edilmesi ve tedavi planlar\u0131n\u0131n olu\u015fturulmas\u0131 i\u00e7in makine \u00f6\u011frenimi kullan\u0131l\u0131r. Otomotiv end\u00fcstrisi, s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7 teknolojilerinde makine \u00f6\u011frenimini kullanarak ara\u00e7lar\u0131n yollar\u0131 ve trafik durumunu analiz etmelerini sa\u011flar. Bankac\u0131l\u0131k ve finansal hizmetler, sahtekarl\u0131k tespiti ve risk analizi i\u00e7in makine \u00f6\u011frenimi kullan\u0131rlar.<\/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-2fa1697 elementor-widget elementor-widget-heading\" data-id=\"2fa1697\" 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<h5 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7be7046 elementor-widget elementor-widget-text-editor\" data-id=\"7be7046\" 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>Makine \u00f6\u011frenimi, g\u00fcn\u00fcm\u00fczde veri analizi ve i\u015flemeyi kolayla\u015ft\u0131ran en etkili teknolojilerden biridir. Bu teknoloji, verileri analiz eden ve \u00f6r\u00fcnt\u00fcleri tan\u0131mlayan algoritmalar\u0131n kullan\u0131lmas\u0131 ile bilgisayar sistemlerinin \u00f6\u011frenmesini sa\u011flar. Bu sayede, veri setleri \u00fczerinde yap\u0131lan analizler ve tahminler do\u011frulu\u011fu art\u0131rarak i\u015fletmelerin daha do\u011fru kararlar almas\u0131n\u0131 sa\u011flar.<\/p><p>Bu yaz\u0131da, makine \u00f6\u011frenimi teknolojisi hakk\u0131nda detayl\u0131 bilgiler verdik. \u0130lk olarak, makine \u00f6\u011freniminin ne oldu\u011funu, t\u00fcrlerini ve nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 a\u00e7\u0131klad\u0131k. Ard\u0131ndan, derin \u00f6\u011frenme, do\u011fal dil i\u015fleme, g\u00f6r\u00fcnt\u00fc i\u015fleme, teknikler ve veri \u00f6n i\u015fleme hakk\u0131nda bilgi vererek, makine \u00f6\u011freniminde kullan\u0131lan farkl\u0131 teknikleri ve y\u00f6ntemleri ele ald\u0131k.<\/p><p>Makine \u00f6\u011frenimi teknolojisi, i\u015fletmelerin farkl\u0131 alanlarda veri analizi, risk analizi ve otomasyonu gibi konularda fayda sa\u011flar. \u00d6zellikle <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a>, sa\u011fl\u0131k, e-ticaret, \u00fcretim ve pazarlama sekt\u00f6rleri bu teknolojinin sa\u011flad\u0131\u011f\u0131 avantajlardan b\u00fcy\u00fck \u00f6l\u00e7\u00fcde yararlanmaktad\u0131r. Makine \u00f6\u011frenimi, i\u015fletmelerin b\u00fcy\u00fck veri setlerindeki \u00f6nemli \u00f6zellikleri belirleme, trendleri tan\u0131mlama ve i\u015flemleri otomatikle\u015ftirme konular\u0131nda son derece yararl\u0131d\u0131r.<\/p><p>Ancak, makine \u00f6\u011freniminde ba\u015far\u0131l\u0131 olmak i\u00e7in do\u011fru veri setleri, modeller ve algoritmalar\u0131n se\u00e7imi kadar, veri \u00f6n i\u015fleme teknikleri, e\u011fitim verilerinin temizli\u011fi ve do\u011fru etiketlenmesi de son derece \u00f6nemlidir. Bu nedenle, makine \u00f6\u011frenimi teknolojisi kullanacak olan ki\u015filerin, bu konuda yeterli e\u011fitim ve deneyime sahip olmalar\u0131 \u00f6nemlidir.<\/p><p>Sonu\u00e7 olarak, makine \u00f6\u011frenimi teknolojisi, i\u015fletmelerin veri analizi ve i\u015flemlerini kolayla\u015ft\u0131ran en etkili teknolojilerden biridir. Bu teknoloji, farkl\u0131 sekt\u00f6rlerde kullan\u0131larak, i\u015fletmelerin verimlili\u011fini art\u0131r\u0131rken do\u011fru kararlar almas\u0131na da yard\u0131mc\u0131 olur. Ancak, makine \u00f6\u011frenimi teknolojisi kullan\u0131m\u0131 i\u00e7in do\u011fru veri \u00f6n i\u015fleme teknikleri, e\u011fitim verilerinin temizli\u011fi ve do\u011fru etiketlenmesi gibi konulara dikkat edilmesi gerekmektedir.<\/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\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-77a5e20 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77a5e20\" 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-536de25\" data-id=\"536de25\" 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-2c10061 elementor-widget elementor-widget-image\" data-id=\"2c10061\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2c3695 elementor-widget elementor-widget-heading\" data-id=\"d2c3695\" 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-d25c9e5 elementor-widget elementor-widget-heading\" data-id=\"d25c9e5\" 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-0b6a861 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"0b6a861\" 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-a163aef\" data-id=\"a163aef\" 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-709611b elementor-widget elementor-widget-heading\" data-id=\"709611b\" 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-5cff0b1 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"5cff0b1\" 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=\"4570\">\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>Makine \u00d6\u011frenimi: Farkl\u0131 Makine \u00d6\u011frenimi T\u00fcrlerine ve Nas\u0131l \u00c7al\u0131\u015ft\u0131klar\u0131na Derinlemesine Bir Bak\u0131\u015f Makine \u00f6\u011frenimi, son y\u0131llarda h\u0131zla geli\u015fen bir alan olmu\u015ftur. Makine \u00f6\u011frenimi, yapay zeka&hellip;<\/p>","protected":false},"author":1,"featured_media":4715,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[61],"class_list":["post-4570","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-makine-ogrenimi"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4570","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=4570"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4570\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4715"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4570"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4570"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4570"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}