{"id":4253,"date":"2022-10-24T08:20:05","date_gmt":"2022-10-24T08:20:05","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4253"},"modified":"2023-10-02T10:22:32","modified_gmt":"2023-10-02T10:22:32","slug":"yapay-zeka-algoritmalari","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-algoritmalari\/","title":{"rendered":"Yapay Zeka Algoritmalar\u0131"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4253\" class=\"elementor elementor-4253\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-15b3fc3 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15b3fc3\" 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-3e36a11\" data-id=\"3e36a11\" 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-ee9d798 elementor-widget elementor-widget-shortcode\" data-id=\"ee9d798\" 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\" 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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\" 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\/>\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-1c0563c elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c0563c\" 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-08e0520\" data-id=\"08e0520\" 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-01e30c2 elementor-widget elementor-widget-heading\" data-id=\"01e30c2\" 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\">Yapay Zeka Algoritmalar\u0131<\/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-0d9f667 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0d9f667\" 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-19ab784\" data-id=\"19ab784\" 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-36ab824 elementor-widget elementor-widget-heading\" data-id=\"36ab824\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay zeka algoritmalar\u0131 nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a9b6a10 elementor-widget elementor-widget-text-editor\" data-id=\"a9b6a10\" 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><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> (YZ), insanlar gibi \u00e7al\u0131\u015fan ve tepki veren ak\u0131ll\u0131 makinelerin yarat\u0131lmas\u0131n\u0131 vurgulayan bir bilgisayar bilimi alan\u0131d\u0131r. Yapay zeka genellikle \u00fc\u00e7 farkl\u0131 kategoriye ayr\u0131l\u0131r:<\/p><p>\u00c7\u0131kar\u0131mlar\u0131n yap\u0131labilece\u011fi bir model olu\u015fturmak i\u00e7in bir dizi e\u011fitim verisini kullanan denetimli \u00f6\u011frenme<\/p><p>Etiketlenmemi\u015f verileri k\u00fcmelemek veya b\u00f6l\u00fcmlere ay\u0131rmak i\u00e7in kullan\u0131lan denetimsiz \u00f6\u011frenme; ve<\/p><p>Bir arac\u0131n\u0131n \u00f6d\u00fclleri en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in bir g\u00f6revi yerine getirmek i\u00e7in elinden gelenin en iyisini yapmaya \u00e7al\u0131\u015ft\u0131\u011f\u0131 peki\u015ftirmeli \u00f6\u011frenme (RL)<\/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-1d68d90 elementor-widget elementor-widget-heading\" data-id=\"1d68d90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A* Arama Algoritmas\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98d4585 elementor-widget elementor-widget-text-editor\" data-id=\"98d4585\" 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>A* arama algoritmas\u0131, arama algoritmas\u0131n\u0131n bir genellemesidir. Bir grafikteki en k\u0131sa yolu bulmak i\u00e7in kullan\u0131l\u0131r ve bilgisayar bilimlerindeki problemleri \u00e7\u00f6zmek i\u00e7in kullan\u0131labilir.<\/p><p>A* arama algoritmas\u0131, olas\u0131 t\u00fcm yollardan ge\u00e7erek iki d\u00fc\u011f\u00fcm aras\u0131ndaki en k\u0131sa yolu bularak \u00e7al\u0131\u015f\u0131r ve her ad\u0131m, yolun ka\u00e7 ad\u0131m ataca\u011f\u0131na (bir maliyet) dayal\u0131 olarak se\u00e7ilir. Minimum maliyetle b\u00f6yle bir yol bulduktan sonra, ba\u015fka \u00e7\u00f6z\u00fcmler ararken tekrar kullanabilmek i\u00e7in takip edersiniz.<\/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-a99d0f3 elementor-widget elementor-widget-heading\" data-id=\"a99d0f3\" 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\">Alfa-beta budama<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c9ad47 elementor-widget elementor-widget-text-editor\" data-id=\"3c9ad47\" 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>Alfa-beta budama, bir a\u011fa\u00e7 arama algoritmas\u0131n\u0131n arama alan\u0131n\u0131 azaltmak i\u00e7in yapay zekada kullan\u0131lan bir tekniktir. Arama a\u011fac\u0131n\u0131n d\u00fc\u011f\u00fcmlerine alfa ad\u0131 verilen bir de\u011fer atayarak \u00e7al\u0131\u015f\u0131r. Alfa de\u011ferleri, her bir d\u00fc\u011f\u00fcm\u00fcn se\u00e7ilece\u011fi tahmini olas\u0131l\u0131\u011f\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131larak ve de\u011ferlendirme i\u00e7in daha iyi se\u00e7enekler olarak daha y\u00fcksek tahminlere sahip olanlar se\u00e7ilerek atan\u0131r.<\/p><p>Algoritma \u015fu \u015fekilde \u00e7al\u0131\u015f\u0131r:<\/p><p>Uzun yollar aran\u0131rken ve\/veya \u00e7ok say\u0131da oyun oynan\u0131rken, ara d\u00fc\u011f\u00fcmlerin \u00e7ok fazla de\u011ferlendirilmemesi \u00f6nemlidir, \u00e7\u00fcnk\u00fc bu de\u011ferlendirmeler ilgin\u00e7 bir yere g\u00f6t\u00fcrmese bile \u00e7ok fazla zaman veya haf\u0131za alabilir. Bunun nedeni, t\u00fcm olas\u0131 hareketlerin farkl\u0131 yollarda ilerledi\u011fi bir\u00e7ok d\u00fc\u011f\u00fcm olabilece\u011fidir; bu, baz\u0131lar\u0131na mevcut konumdan herhangi bir hareketle asla ula\u015f\u0131lamayaca\u011f\u0131 (ve bu nedenle herhangi bir yararl\u0131 bilgi sa\u011flayamayaca\u011f\u0131) anlam\u0131na gelir. Algoritmam\u0131z\u0131n bu &#8220;\u00f6l\u00fc&#8221; d\u00fc\u011f\u00fcmlerde kaynak israf\u0131ndan ka\u00e7\u0131nmas\u0131n\u0131 istiyorsak, ge\u00e7mi\u015f deneyimlere veya oyun teorisi stratejileri vb. bu t\u00fcr bilgiler mevcutsa, bundan sonra ne olmal\u0131?<\/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-afdeee5 elementor-widget elementor-widget-image\" data-id=\"afdeee5\" 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=\"710\" height=\"409\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Yapay-Zeka-Algoritmalari.jpeg\" class=\"attachment-large size-large wp-image-4255\" alt=\"Yapay Zeka Algoritmalar\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Yapay-Zeka-Algoritmalari.jpeg 710w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Yapay-Zeka-Algoritmalari-300x173.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/Yapay-Zeka-Algoritmalari-18x10.jpeg 18w\" sizes=\"(max-width: 710px) 100vw, 710px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay Zeka 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-fa422ed elementor-widget elementor-widget-heading\" data-id=\"fa422ed\" 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\">Otomatik planlama ve zamanlama<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6df5ab5 elementor-widget elementor-widget-text-editor\" data-id=\"6df5ab5\" 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>Otomatik planlama ve \u00e7izelgeleme yaz\u0131l\u0131m\u0131, kaynaklar\u0131n en verimli kullan\u0131m\u0131n\u0131 belirlemek i\u00e7in kullan\u0131labilecek, veriye dayal\u0131 bir karar verme arac\u0131d\u0131r. Maksimum verim elde etmek i\u00e7in \u00f6\u011felerin, insanlar\u0131n veya ekipman\u0131n tahsisini optimize etmeye odaklan\u0131r. Otomatik planlama ve \u00e7izelgeleme, g\u00f6revleri veya \u00fcr\u00fcnleri tamamlamak i\u00e7in birden fazla kayna\u011fa ihtiya\u00e7 duyulan sekt\u00f6rlerde faydal\u0131d\u0131r:<\/p><p>\u0130\u015fletmenizde otomatik planlama ve \u00e7izelgeleme kullan\u0131yorsan\u0131z, akl\u0131n\u0131zda bulundurman\u0131z gereken baz\u0131 \u015feyler \u015funlard\u0131r:<\/p><ul><li>\u00c7al\u0131\u015fanlar\u0131n kullanmas\u0131n\u0131n kolay oldu\u011fundan emin olun. Kullanmalar\u0131 ne kadar karma\u015f\u0131ksa, onu etkili bir \u015fekilde kullanma olas\u0131l\u0131klar\u0131 o kadar az olur.<\/li><li>\u00dcretimin her a\u015famas\u0131nda tam olarak ne oldu\u011funu bilmek i\u00e7in hangi de\u011fi\u015fikliklerin yap\u0131ld\u0131\u011f\u0131n\u0131 takip edin.<\/li><\/ul><\/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-d53ee48 elementor-widget elementor-widget-heading\" data-id=\"d53ee48\" 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\">Bayes teoremi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71e7379 elementor-widget elementor-widget-text-editor\" data-id=\"71e7379\" 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>Bayes teoremi, bir\u00e7ok alanda \u00e7\u0131kar\u0131m yapmak i\u00e7in kullan\u0131lan bir ara\u00e7t\u0131r. Di\u011fer \u015feylerin yan\u0131 s\u0131ra makine \u00f6\u011frenimi, yapay zeka ve do\u011fal dil i\u015flemede kullan\u0131l\u0131r.<\/p><p>Genel fikir, bir olayla ilgili olabilecek ko\u015fullar hakk\u0131nda \u00f6nceden bilgi sahibi olman\u0131z ve ard\u0131ndan bu bilgi verildi\u011finde olay\u0131n olma olas\u0131l\u0131\u011f\u0131n\u0131 hesaplamak i\u00e7in Bayes teoremini kullanman\u0131zd\u0131r. \u00d6rne\u011fin:<\/p><ul><li>Pazartesi \u00f6\u011fleden sonra saat 2&#8217;de ya\u011fmur ya\u011f\u0131p ya\u011fmayaca\u011f\u0131 konusunda \u00f6nceden bilginiz var. Bu, \u00f6nceki ko\u015ful(lar)\u0131n\u0131z olacakt\u0131r.<\/li><li>Ayr\u0131ca ge\u00e7mi\u015f deneyimlerden (yeni verileriniz) son 5 y\u0131lda bir noktada Pazartesi g\u00fcnleri saat 14:00&#8217;te ya\u011fmur ya\u011fd\u0131\u011f\u0131n\u0131 da biliyorsunuz (olas\u0131l\u0131k).<\/li><\/ul><p>Bu yeni veri (olas\u0131l\u0131k) g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda Pazartesi \u00f6\u011fleden sonra saat 2&#8217;de ya\u011fmur ya\u011fmas\u0131 i\u00e7in normalden daha y\u00fcksek bir olas\u0131l\u0131k olup olmad\u0131\u011f\u0131n\u0131 \u00f6\u011frenmek i\u00e7in art\u0131k Bayes teoremini kullanabilirsiniz.<\/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-fe2e70b elementor-widget elementor-widget-heading\" data-id=\"fe2e70b\" 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\">Bayes a\u011f\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ca5a40 elementor-widget elementor-widget-text-editor\" data-id=\"8ca5a40\" 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>Bayes a\u011flar\u0131, de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkiyi temsil eden bir olas\u0131l\u0131ksal grafik modeller s\u0131n\u0131f\u0131d\u0131r. Bayes a\u011flar\u0131, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-finans\/\">finans<\/a> ve karar verme gibi \u00e7e\u015fitli alanlardaki de\u011fi\u015fken ili\u015fkileri temsil etmek i\u00e7in kullan\u0131labilir.<\/p><p>\u00d6rne\u011fin, arkada\u015f\u0131n\u0131z\u0131n mutlu veya \u00fczg\u00fcn olmas\u0131na neyin sebep oldu\u011funa dYZr anlay\u0131\u015f\u0131n\u0131z\u0131 modellemek i\u00e7in bir Bayes a\u011f\u0131 kullanabilirsiniz. Bu sebep-sonu\u00e7 ili\u015fkileri, &#8220;arkada\u015f\u0131m ona para verdi\u011fimde mutlu oluyor&#8221; ve &#8220;arkada\u015f\u0131m bir s\u0131navda ba\u015far\u0131s\u0131z oldu\u011funda \u00fcz\u00fcl\u00fcyor&#8221; i\u00e7erebilir. Bu durumda, her bir d\u00fc\u011f\u00fcm bir de\u011fi\u015fkeni (\u00f6rne\u011fin arkada\u015f\u0131m) temsil ederken, d\u00fc\u011f\u00fcmler aras\u0131ndaki kenarlar de\u011fi\u015fkenler aras\u0131ndaki ili\u015fkileri temsil eder (\u00f6rne\u011fin, para vermek mutlulu\u011fa neden olur).<\/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-3f7292d elementor-widget elementor-widget-heading\" data-id=\"3f7292d\" 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\">Boltzmann makinesi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c83cffc elementor-widget elementor-widget-text-editor\" data-id=\"c83cffc\" 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>Boltzmann makinesi, az say\u0131da gizli katman kullanarak olas\u0131l\u0131kl\u0131 \u00e7\u0131kar\u0131m yapmay\u0131 \u00f6\u011frenen bir t\u00fcr yapay sinir a\u011f\u0131d\u0131r.<\/p><p>Boltzmann makinesi k\u00fcmeleme, g\u00f6r\u00fcnt\u00fc b\u00f6l\u00fctleme ve doku tan\u0131ma i\u00e7in denetimsiz \u00f6\u011frenmede kullan\u0131lm\u0131\u015ft\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-ca0f5e7 elementor-widget elementor-widget-heading\" data-id=\"ca0f5e7\" 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\">C4.5 algoritmas\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2747e24 elementor-widget elementor-widget-text-editor\" data-id=\"2747e24\" 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>C4.5, bir makine \u00f6\u011frenimi algoritmas\u0131 ve bir karar a\u011fac\u0131 s\u0131n\u0131fland\u0131r\u0131c\u0131s\u0131d\u0131r. S\u0131n\u0131fland\u0131rma problemleri, regresyon problemleri ve zaman serisi analizi i\u00e7in kullan\u0131l\u0131r. \u00d6zellikle C4.5, \u00e7o\u011fu durumda tek a\u011fa\u00e7lardan daha iyi sonu\u00e7lar \u00fcreten ID3 ve C4 a\u011fa\u00e7lar\u0131na dayal\u0131 bir topluluk \u00f6\u011frenme y\u00f6ntemidir.<\/p><p>C4.5 algoritmas\u0131, e\u011fitim verilerini birka\u00e7 gruba ay\u0131r\u0131r (her grup bir veya daha fazla kay\u0131t i\u00e7erir). Her grubun ilk d\u00fc\u011f\u00fcm\u00fc, budanmam\u0131\u015f bir a\u011fa\u00e7taki t\u00fcm d\u00fc\u011f\u00fcmler aras\u0131ndan en iyi ilk arama stratejisi kullan\u0131larak se\u00e7ilir; bu d\u00fc\u011f\u00fcm\u00fc her seviyede budad\u0131ktan sonra herhangi bir kay\u0131t kalmam\u0131\u015fsa, in\u015fa a\u015famas\u0131nda a\u011fac\u0131n bir par\u00e7as\u0131 olur <\/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-2d5b9b8 elementor-widget elementor-widget-heading\" data-id=\"2d5b9b8\" 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\">Kesinlik fakt\u00f6r\u00fc<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c57def9 elementor-widget elementor-widget-text-editor\" data-id=\"c57def9\" 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>Kesinlik fakt\u00f6r\u00fc, o noktaya kadar t\u00fcm kan\u0131tlar g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, belirli bir olay\u0131n meydana gelme olas\u0131l\u0131\u011f\u0131d\u0131r. Bayes teoreminde P(A|B) ve ko\u015fullu rastgele alanlarda P(A|D) olarak da bilinir.<\/p><p>Kesinlik fakt\u00f6r\u00fc, gelecekteki bir olay\u0131n beklenen de\u011ferini hesaplamak i\u00e7in kullan\u0131labilir (yinelenen beklentiler yoluyla) veya daha karma\u015f\u0131k olas\u0131l\u0131k k\u00fcmeleriyle kullan\u0131m i\u00e7in Bayes teoreminin genellemeleriyle birlikte kullan\u0131labilir.<\/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-890de4f elementor-widget elementor-widget-heading\" data-id=\"890de4f\" 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\">Karakter tan\u0131ma sistemi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1957ef9 elementor-widget elementor-widget-text-editor\" data-id=\"1957ef9\" 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>Karakter tan\u0131ma, bir bilgisayara bilgi girmek i\u00e7in bas\u0131l\u0131 veya yaz\u0131l\u0131 sembolleri tan\u0131mlayan, \u00e7\u0131karan ve okuyan bir bilgisayar g\u00f6rme g\u00f6revidir. Makine \u00f6\u011frenimi, \u00f6r\u00fcnt\u00fc tan\u0131ma ve bilgisayarla g\u00f6rme gibi bir\u00e7ok farkl\u0131 uygulamada kullan\u0131lmaktad\u0131r.<\/p><p>Karakter tan\u0131ma sistemleri, ihtiya\u00e7 duyduklar\u0131 girdi t\u00fcr\u00fcne g\u00f6re ay\u0131rt edilebilir:<\/p><ul><li>El yaz\u0131s\u0131 karakterler (bas\u0131l\u0131 olan\u0131n aksine) genellikle Tablet PC veya optik sens\u00f6rle donat\u0131lm\u0131\u015f bir klavye gibi kalem tabanl\u0131 bir sistemden gelir. Bir\u00e7ok cihaz, kullan\u0131c\u0131lar\u0131n parmaklar\u0131n\u0131 veya stylus kalem gibi ba\u015fka bir aleti kullanarak do\u011frudan \u00fczerlerine yazmalar\u0131na olanak tan\u0131r.<\/li><li>Bas\u0131l\u0131 karakterler, bakkallardaki veya belirli bir yerde m\u00fcdavim olacak kadar s\u0131k sat\u0131n al\u0131nan \u00fcr\u00fcnlerde indirim isteyen al\u0131\u015fveri\u015f yapanlar taraf\u0131ndan barkodlar\u0131n tarand\u0131\u011f\u0131 di\u011fer i\u015fletmelerdeki check-out kontuarlar\u0131nda bulunan taray\u0131c\u0131lardan ge\u00e7erken yazd\u0131r\u0131lan metin belgelerinin taranmas\u0131ndan gelir ( \u00f6rne\u011fin, s\u0131k u\u00e7an yolcu milleri).<\/li><\/ul><\/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-be85b0a elementor-widget elementor-widget-heading\" data-id=\"be85b0a\" 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\">Dama sistemleri ve programlar\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e3e14f3 elementor-widget elementor-widget-text-editor\" data-id=\"e3e14f3\" 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>Dama iki oyuncu i\u00e7in bir strateji oyunudur. Her oyuncunun kendi renginde on iki pulu vard\u0131r ve alt\u0131s\u0131 her oyuncuya en yak\u0131n ilk s\u0131radan ba\u015flar. Dama oyununun amac\u0131, 24 ta\u015f\u0131n hepsini tahta boyunca hareket ettirerek ve kar\u015f\u0131t ta\u015flar\u0131n \u00fczerinden atlayarak kendi ev tahtas\u0131nda bulundurmakt\u0131r. Dama, http:\/\/www.chessvariants.com\/doubling-checker-8&#215;10-diamond-or-backgammon\/ gibi web siteleri arac\u0131l\u0131\u011f\u0131yla \u00e7evrimi\u00e7i olarak oynanabilir.<\/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-6bf9bef elementor-widget elementor-widget-heading\" data-id=\"6bf9bef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-satranc-motoru\/\">Satran\u00e7 algoritmas\u0131<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-733ef60 elementor-widget elementor-widget-text-editor\" data-id=\"733ef60\" 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>Satran\u00e7, bir YZ sorununa iyi bir \u00f6rnektir. Stratejik d\u00fc\u015f\u00fcnme, \u00f6r\u00fcnt\u00fc tan\u0131ma, \u00f6r\u00fcnt\u00fc e\u015fle\u015ftirme ve hatta kurallar hakk\u0131nda bilgi gerektirir.<\/p><p>Bir algoritma s\u0131n\u0131f\u0131, kaba kuvvet yakla\u015f\u0131m\u0131 kullanarak satran\u00e7 oynamada ba\u015far\u0131l\u0131 olmu\u015ftur: mevcut konumdan t\u00fcm olas\u0131 hamleleri aramak. Bu yakla\u015f\u0131mda iki \u00f6nemli kavram vard\u0131r: oyun a\u011fa\u00e7lar\u0131 ve de\u011ferlendirme i\u015flevleri.<\/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-51d3634 elementor-widget elementor-widget-heading\" data-id=\"51d3634\" 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\">S\u0131n\u0131rland\u0131rma (yapay zeka)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec81a1f elementor-widget elementor-widget-text-editor\" data-id=\"ec81a1f\" 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>S\u0131n\u0131rlama algoritmas\u0131, sorunu daha kolay \u00e7\u00f6z\u00fclebilecek daha k\u00fc\u00e7\u00fck bir soruna indirgeyerek bir soruna \u00e7\u00f6z\u00fcm bulmaya \u00e7al\u0131\u015fan bir YZ algoritmas\u0131d\u0131r.<\/p><p>S\u0131n\u0131rl\u0131l\u0131k (yapay zeka), sonlu verilerden verimli bir \u015fekilde \u00f6\u011frenmeyi sa\u011flad\u0131\u011f\u0131 i\u00e7in yapay zeka ve algoritmik \u00f6\u011frenme teorisinde \u00f6nemli bir kavramd\u0131r. S\u0131n\u0131rlama algoritmas\u0131, sorunu daha kolay \u00e7\u00f6z\u00fclebilecek daha k\u00fc\u00e7\u00fck bir soruna indirgeyerek bir soruna \u00e7\u00f6z\u00fcm bulmaya \u00e7al\u0131\u015fan bir YZ algoritmas\u0131d\u0131r. S\u0131n\u0131rland\u0131rma algoritmalar\u0131, baz\u0131 \u00e7\u00f6z\u00fcmlerin di\u011ferlerinden daha iyi oldu\u011fu bir\u00e7ok olas\u0131 \u00e7\u00f6z\u00fcm\u00fc olan problemler i\u00e7in kullan\u0131\u015fl\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-736e307 elementor-widget elementor-widget-heading\" data-id=\"736e307\" 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\">Bilgisayarl\u0131 g\u00f6r\u00fc\u015f sistemi yaz\u0131l\u0131m\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45bf4d6 elementor-widget elementor-widget-text-editor\" data-id=\"45bf4d6\" 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>Bilgisayarla g\u00f6rme, dijital g\u00f6r\u00fcnt\u00fclerden veya videolardan \u00fcst d\u00fczey anlay\u0131\u015f elde etmek i\u00e7in bilgisayarlar\u0131n nas\u0131l yap\u0131labilece\u011fiyle ilgilenen bilgisayar biliminin bir alt alan\u0131d\u0131r. Bilgisayarla g\u00f6rme, nesne alg\u0131lama ve analizi, video g\u00f6zetimi, y\u00fcz tan\u0131ma ve biyometri gibi uygulamalarda kullan\u0131l\u0131r. Ayr\u0131ca, s\u00fcr\u00fcc\u00fcs\u00fcz otomobillerdeki \u00f6zellikleri tespit etmek ve izlemek i\u00e7in yayg\u0131n olarak kullan\u0131l\u0131r. Alan, g\u00f6r\u00fcnt\u00fc i\u015fleme, makine \u00f6\u011frenimi, bili\u015fsel psikoloji, sinirbilim ve dilbilim gibi alanlarla \u00f6rt\u00fc\u015fmektedir.<\/p><p>Bilgisayarl\u0131 g\u00f6r\u00fc sistemi yaz\u0131l\u0131m\u0131 iki ana kategoriye ayr\u0131labilir:<\/p><ul><li>Nesne tan\u0131ma (s\u0131n\u0131fland\u0131rma) algoritmalar\u0131 \u2013 nesneleri \u00f6zelliklerine g\u00f6re s\u0131n\u0131fland\u0131ran sistemler (\u00f6rne\u011fin \u00e7i\u00e7ek t\u00fcrleri)<\/li><li>Nesne alg\u0131lama algoritmalar\u0131 &#8211; bir g\u00f6r\u00fcnt\u00fc i\u00e7indeki bir nesnenin varl\u0131\u011f\u0131n\u0131 tan\u0131mlayan sistemler<\/li><\/ul><\/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-cebad7b elementor-widget elementor-widget-heading\" data-id=\"cebad7b\" 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\">Ko\u015fullu rastgele alan<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-458cc52 elementor-widget elementor-widget-text-editor\" data-id=\"458cc52\" 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>Ko\u015fullu rastgele alanlar (CRF&#8217;ler), yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerdeki ba\u011f\u0131ml\u0131l\u0131klar\u0131 bulmak i\u00e7in kullan\u0131labilecek bir model t\u00fcr\u00fcd\u00fcr. Genellikle, bir m\u00fc\u015fterinin bir sonraki hangi \u00fcr\u00fcn\u00fc sat\u0131n alaca\u011f\u0131 gibi dizi etiketleme sorunlar\u0131 i\u00e7in kullan\u0131l\u0131rlar. Bu, m\u00fc\u015fterilerinin sat\u0131n alma ge\u00e7mi\u015fine ve tercihlerine g\u00f6re hangi \u00fcr\u00fcnleri sat\u0131n alaca\u011f\u0131n\u0131 belirlemeye \u00e7al\u0131\u015fan perakende ma\u011fazalar\u0131 i\u00e7in faydal\u0131 olabilir.<\/p><p>CRF&#8217;ler, Markov modellerinin ve Bayes a\u011flar\u0131n\u0131n bir uzant\u0131s\u0131d\u0131r, ancak bu modellerden daha basittirler \u00e7\u00fcnk\u00fc gizli de\u011fi\u015fkenlerin veya belirsiz durumlar\u0131n kullan\u0131lmas\u0131n\u0131 gerektirmezler. \u00d6rnek bir kullan\u0131m \u015f\u00f6yle olacakt\u0131r:<\/p><ul><li>1 yak\u0131n zamanda yiyecek veya ila\u00e7 ald\u0131larsa<\/li><li>1 yak\u0131n zamanda teknoloji sat\u0131n ald\u0131larsa<\/li><li>0 aksi halde<\/li><\/ul><\/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-61539a0 elementor-widget elementor-widget-image\" data-id=\"61539a0\" 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=\"650\" height=\"336\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-robotu.png\" class=\"attachment-large size-large wp-image-4163\" alt=\"yapay-zeka-robotu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-robotu.png 650w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-robotu-300x155.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-robotu-18x9.png 18w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">yapay-zeka-robotu<\/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-076abff elementor-widget elementor-widget-heading\" data-id=\"076abff\" 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\">K\u0131s\u0131tlama memnuniyeti problem \u00e7\u00f6zme sistemi yaz\u0131l\u0131m\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8bf89d4 elementor-widget elementor-widget-text-editor\" data-id=\"8bf89d4\" 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>K\u0131s\u0131t tatmin problemi, \u00f6nceden tan\u0131mlanm\u0131\u015f bir dizi kurala dayal\u0131 olarak, birden \u00e7ok se\u00e7enek aras\u0131ndan en iyi se\u00e7ene\u011fi se\u00e7meyi veya belirlemeyi i\u00e7eren bir t\u00fcr karar verme problemidir. YZ&#8217;da bu t\u00fcr programlama, farkl\u0131 ba\u011flamlarda sonu\u00e7lar \u00fcretmek i\u00e7in kullan\u0131l\u0131r. \u00d6rne\u011fin:<\/p><p>Yapay Zekada K\u0131s\u0131t Memnuniyet Sorunlar\u0131<\/p><p>K\u0131s\u0131tlama Memnuniyeti Probleminin (CSP) arkas\u0131ndaki temel kavram, birden fazla de\u011fi\u015fkeniniz olmas\u0131 ve her de\u011fi\u015fkenin \u00fcstlenebilece\u011fi bir dizi de\u011fere sahip olmas\u0131d\u0131r; ancak bu aral\u0131k i\u00e7inde, her bir de\u011fi\u015fken i\u00e7in de\u011ferlere uygulanan belirli ko\u015fullar vard\u0131r &#8211; bunlar k\u0131s\u0131tlamalar olarak bilinir. Daha sonra ama\u00e7, bu k\u0131s\u0131tlamalar\u0131 kar\u015f\u0131layan t\u00fcm olas\u0131 kombinasyonlar\u0131 bularak ve en \u00e7ok isteneni\/birle\u015fimleri se\u00e7erek optimal bir \u00e7\u00f6z\u00fcm bulmak olur.<\/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-ff5de08 elementor-widget elementor-widget-heading\" data-id=\"ff5de08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay zeka sistemleri yaz\u0131l\u0131m\u0131nda kontrol teorisi uygulamas\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93470a0 elementor-widget elementor-widget-text-editor\" data-id=\"93470a0\" 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>Kontrol teorisi, sistemlerin kontrol\u00fc ile ilgilenen bir m\u00fchendislik dal\u0131d\u0131r. Kontrol teorisi, istenen sonu\u00e7lar\u0131n elde edilmesine yard\u0131mc\u0131 olmak i\u00e7in yapay zeka sistemlerinde kullan\u0131labilir.<\/p><p>Kontrol teorisi, takviye \u00f6\u011frenimi, evrimsel hesaplama ve makine \u00f6\u011frenimi gibi bu t\u00fcr yaz\u0131l\u0131mlarla ili\u015fkili sorunlar\u0131n \u00e7\u00f6z\u00fclmesine yard\u0131mc\u0131 olarak yapay zeka sistemlerine uygulanabilir. Bu t\u00fcr problemler genellikle b\u00fcy\u00fck miktarda veri ve girdiler ile \u00e7\u0131kt\u0131lar aras\u0131ndaki karma\u015f\u0131k ili\u015fkiler ile karakterize edilir. Kontrol teorisi, \u00e7\u0131kt\u0131lar\u0131 sizin istedi\u011finiz \u015feye daha yak\u0131n bir \u015fekilde kar\u015f\u0131l\u0131k gelecek \u015fekilde d\u00fczenlemek i\u00e7in geri besleme d\u00f6ng\u00fclerini kullan\u0131r &#8211; \u00f6rne\u011fin, araban\u0131z\u0131 d\u00fcz bir yolda sabit bir h\u0131zda s\u00fcrerken engellerden ka\u00e7\u0131n\u0131rken veya trafikte en uygun h\u0131zda s\u00fcrerken di\u011ferlerini korurken. arabalar g\u00f6r\u00fcn\u00fcrde.<\/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-3191e0e elementor-widget elementor-widget-heading\" data-id=\"3191e0e\" 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\">Karar a\u011fac\u0131 \u00f6\u011frenme algoritmas\u0131<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a01fcf7 elementor-widget elementor-widget-text-editor\" data-id=\"a01fcf7\" 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>Karar a\u011fac\u0131 \u00f6\u011frenimi, yukar\u0131dan a\u015fa\u011f\u0131ya bir yakla\u015f\u0131m kullanan bir makine \u00f6\u011frenimi algoritmas\u0131d\u0131r. \u00d6rnek veri k\u00fcmesini yinelemeli olarak alt k\u00fcmelere b\u00f6lerek ve ard\u0131ndan bunlara s\u0131n\u0131f etiketleri atayarak bir karar a\u011fac\u0131 olu\u015fturur.<\/p><p>Karar a\u011fa\u00e7lar\u0131, s\u0131n\u0131fland\u0131rma ve regresyon problemleri i\u00e7in kullan\u0131l\u0131r. Yeni bir g\u00f6zlemin bilinen g\u00f6zlemler k\u00fcmesine ait olup olmad\u0131\u011f\u0131n\u0131, veri k\u00fcmesindeki mevcut durumlarla (\u00f6rne\u011fin e\u011fitim \u00f6rnekleri) kar\u015f\u0131la\u015ft\u0131rarak belirlemenin etkili bir yolunu sa\u011flad\u0131klar\u0131ndan, tahmin ve karar verme ama\u00e7lar\u0131 i\u00e7in de kullan\u0131labilirler.<\/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-0cd5f0f elementor-widget elementor-widget-heading\" data-id=\"0cd5f0f\" 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 takviyeli \u00f6\u011frenme algoritmas\u0131 (DQN)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87e15a8 elementor-widget elementor-widget-text-editor\" data-id=\"87e15a8\" 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>Derin peki\u015ftirmeli \u00f6\u011frenme algoritmas\u0131 nedir?<\/p><p>Derin peki\u015ftirmeli \u00f6\u011frenme algoritmalar\u0131, bilgisayarlar\u0131n deneyim yoluyla g\u00f6revleri nas\u0131l ger\u00e7ekle\u015ftireceklerini \u00f6\u011frenmelerine olanak tan\u0131yan bir makine \u00f6\u011frenimi y\u00f6ntemleri s\u0131n\u0131f\u0131d\u0131r. Buradaki &#8220;derin&#8221;, bu y\u00f6ntemlerin, n\u00f6ronlar ad\u0131 verilen bir\u00e7ok i\u015flem birimi katman\u0131ndan bilgi ge\u00e7irerek beynin \u00e7al\u0131\u015fma \u015feklini sim\u00fcle eden sinir a\u011flar\u0131n\u0131 kulland\u0131\u011f\u0131 ger\u00e7e\u011fine at\u0131fta bulunur. Bu a\u011flar, bir deney veya sim\u00fclasyon s\u0131ras\u0131nda ger\u00e7ekle\u015ftirilen eylemler i\u00e7in \u00f6d\u00fcllere veya cezalara dayal\u0131 olarak deneme yan\u0131lma yoluyla \u00f6\u011frenmeyi kullanan peki\u015ftirmeli \u00f6\u011frenme (RL) kullan\u0131larak e\u011fitilebilir. RL&#8217;de, etmen, \u00e7evresinde hareket ederek ve yapt\u0131\u011f\u0131 her i\u015flemden sonra \u00e7evresinin durumu hakk\u0131nda geri bildirim alarak eylemleri se\u00e7melidir.<\/p><p>\u00a0<\/p><p>Derin peki\u015ftirmeli \u00f6\u011frenme nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/p><p>RL arac\u0131lar\u0131, zaman i\u00e7inde beklenen \u00f6d\u00fcllerini en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in harekete ge\u00e7erler; bu, iyi bir \u015fey yapt\u0131klar\u0131nda (\u00f6rne\u011fin, madeni para toplamak) \u00f6d\u00fcl alacaklar\u0131 ve ayn\u0131 zamanda k\u00f6t\u00fc performans g\u00f6sterdiklerinde (\u00f6rne\u011fin, lav dolu bir alana ta\u015f\u0131nmak) ceza alacaklar\u0131 anlam\u0131na gelir. \u00d6rnek bir senaryo olarak: bir robotun birden \u00e7ok seviyeli bir labirent oyununu tamamlamaya \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 hayal edin; 10 saniye i\u00e7inde \u00e7\u0131kmazsa, sonraki denemelerde daha az s\u00fcre ile cezaland\u0131r\u0131l\u0131r &#8211; ancak bu 10 saniye i\u00e7inde ba\u015far\u0131l\u0131 bir \u015fekilde ka\u00e7arsa, gelecekteki t\u00fcm denemelere daha uzun s\u00fcreler izin verilir.<\/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-5f63f9f elementor-widget elementor-widget-heading\" data-id=\"5f63f9f\" 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\">YZ'n\u0131n ba\u015far\u0131s\u0131na katk\u0131da bulunan bir\u00e7ok farkl\u0131 algoritma var.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-244aeef elementor-widget elementor-widget-text-editor\" data-id=\"244aeef\" 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>Yapay zekan\u0131n ba\u015far\u0131s\u0131, bir\u00e7ok farkl\u0131 algoritman\u0131n birle\u015fiminden kaynaklanmaktad\u0131r. \u0130\u015fte baz\u0131 \u00f6rnekler:<\/p><ul><li>A* arama algoritmas\u0131\u2014Grafik kullanarak bir alanda arama yapmak i\u00e7in yayg\u0131n bir y\u00f6ntem olan A* arama algoritmas\u0131, bilgisayarlar\u0131n ayn\u0131 anda birden \u00e7ok yolu ke\u015ffetmesine olanak tan\u0131r.<\/li><li>Alfa-beta budama\u2014Bu teknik, a\u011fa\u00e7 aramas\u0131 yap\u0131l\u0131rken bir bilgisayar taraf\u0131ndan ke\u015ffedilen d\u00fc\u011f\u00fcm say\u0131s\u0131n\u0131 s\u0131n\u0131rlar.<\/li><li>Otomatik planlama ve zamanlama\u2014Bilgisayarlar, insan m\u00fcdahalesi olmadan g\u00f6revleri otomatik olarak zamanlamak i\u00e7in bu algoritmay\u0131 kullanabilir.<\/li><li>Bayes teoremi\u2014Di\u011fer olaylar hakk\u0131ndaki \u00f6n bilgilere dayal\u0131 olarak meydana gelen bir olay\u0131n olas\u0131l\u0131\u011f\u0131n\u0131 veya g\u00fcven d\u00fczeyini belirlemek i\u00e7in olas\u0131l\u0131k ve ko\u015fullu olas\u0131l\u0131\u011f\u0131 kullanan bir denklem. En \u00fcnl\u00fc \u00f6rnek, Sherlock Holmes&#8217;un su\u00e7lular\u0131 ayakkab\u0131 bedenlerine g\u00f6re belirleme y\u00f6ntemidir (Bayes teoremini kullanarak).<\/li><\/ul><\/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-1ee3397 elementor-widget elementor-widget-heading\" data-id=\"1ee3397\" 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-f3277bb elementor-widget elementor-widget-text-editor\" data-id=\"f3277bb\" 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>Pek \u00e7ok farkl\u0131 yapay zeka algoritmas\u0131 ile hepsini takip etmek zor olabilir. Ama endi\u015felenme! Burada en \u00f6nemlilerini \u00f6zetledik ve nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131n\u0131 a\u00e7\u0131klad\u0131k. Umar\u0131m bu makale, YZ&#8217;n\u0131n zaman i\u00e7inde nas\u0131l ilerledi\u011fini ve g\u00fcn\u00fcm\u00fcz sistemlerinde \u015fu anda ne t\u00fcr y\u00f6ntemlerin kullan\u0131ld\u0131\u011f\u0131n\u0131 anlaman\u0131za yard\u0131mc\u0131 olmu\u015ftur.<\/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-594c378 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"594c378\" 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-709702a\" data-id=\"709702a\" 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-640be49 elementor-widget elementor-widget-image\" data-id=\"640be49\" 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-ceb84bb elementor-widget elementor-widget-heading\" data-id=\"ceb84bb\" 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-ce79c0c elementor-widget elementor-widget-heading\" data-id=\"ce79c0c\" 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-e18665c elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"e18665c\" 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-b1ff593\" data-id=\"b1ff593\" 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-f5a4414 elementor-widget elementor-widget-heading\" data-id=\"f5a4414\" 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-a01d15c premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"a01d15c\" 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=\"4253\">\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, 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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>Yapay Zeka Algoritmalar\u0131 Yapay zeka algoritmalar\u0131 nedir? Yapay zeka (YZ), insanlar gibi \u00e7al\u0131\u015fan ve tepki veren ak\u0131ll\u0131 makinelerin yarat\u0131lmas\u0131n\u0131 vurgulayan bir bilgisayar bilimi alan\u0131d\u0131r. Yapay&hellip;<\/p>","protected":false},"author":1,"featured_media":4255,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17,7,48],"class_list":["post-4253","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4253","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=4253"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4253\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4255"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4253"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4253"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4253"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}