{"id":5534,"date":"2023-09-11T07:51:55","date_gmt":"2023-09-11T07:51:55","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5534"},"modified":"2023-09-11T07:54:41","modified_gmt":"2023-09-11T07:54:41","slug":"yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu\/","title":{"rendered":"Yapay zekada en iyi 8 ara\u015ft\u0131rma ve tez konusu"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5534\" class=\"elementor elementor-5534\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e6364ce elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e6364ce\" data-element_type=\"section\" data-e-type=\"section\" 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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-7f27998\" data-id=\"7f27998\" 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-35a143c elementor-widget elementor-widget-heading\" data-id=\"35a143c\" 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 zekada en iyi 8 ara\u015ft\u0131rma ve tez konusu<\/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-6b9ba84 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b9ba84\" 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-fe313fd\" data-id=\"fe313fd\" 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-ed65f6f elementor-widget elementor-widget-text-editor\" data-id=\"ed65f6f\" 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>Zekan\u0131n yaln\u0131zca insanlarla s\u0131n\u0131rl\u0131 olmad\u0131\u011f\u0131 bir gelecek hayal edin! Makinelerin insanlar kadar d\u00fc\u015f\u00fcnebildi\u011fi ve daha heyecan verici bir evren yaratmak i\u00e7in onlarla birlikte \u00e7al\u0131\u015fabildi\u011fi bir gelecek.\u00a0Bu gelecek hala \u00e7ok uzakta olsa da, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> bu zamanlarda h\u00e2l\u00e2 bir\u00e7ok ilerleme kaydetti.\u00a0<strong>Kuantum Bili\u015fim, Sa\u011fl\u0131k, Otonom Ara\u00e7lar,\u00a0<a href=\"https:\/\/www.geeksforgeeks.org\/introduction-to-internet-of-things-iot-set-1\/\" target=\"_blank\" rel=\"noopener\">Nesnelerin \u0130nterneti<\/a>, Robotik<\/strong>\u00a0gibi yapay zekan\u0131n neredeyse t\u00fcm alanlar\u0131nda \u00e7ok say\u0131da ara\u015ft\u0131rma yap\u0131l\u0131yor.\u00a0\u00d6yle ki 1996&#8217;dan beri Yapay Zeka \u00fczerine her y\u0131l yay\u0131nlanan ara\u015ft\u0131rma makalelerinin say\u0131s\u0131nda <a href=\"https:\/\/www.forbes.com\/sites\/louiscolumbus\/2018\/01\/12\/10-charts-that-will-change-your-perspective-on-artificial-intelligences-growth\/#7833c3347583\" target=\"_blank\" rel=\"noopener\">%90 oran\u0131nda bir art\u0131\u015f<\/a> var.\u00a0<br \/>Bunu ak\u0131lda tutarak Yapay Zeka temelli ara\u015ft\u0131rma yapmak ve tez yazmak istiyorsan\u0131z odaklanabilece\u011finiz bir\u00e7ok alt konu var.\u00a0Bu makalede bu konular\u0131n baz\u0131lar\u0131 k\u0131sa bir giri\u015fle birlikte verilmektedir.\u00a0Ara\u015ft\u0131rma s\u00fcrecini daha iyi anlayabilmeniz i\u00e7in bu konular\u0131n her biriyle ilgili yay\u0131nlanm\u0131\u015f baz\u0131 ara\u015ft\u0131rma makalelerinden de bahsettik.<\/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-8b5e793 elementor-widget elementor-widget-image\" data-id=\"8b5e793\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-1024x576.jpg\" class=\"attachment-large size-large wp-image-5539\" alt=\"Yapay zekada en iyi 8 ara\u015ft\u0131rma ve tez konusu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-1024x576.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-1536x864.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-2048x1152.jpg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zekada-en-iyi-8-arastirma-ve-tez-konusu-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\">Yapay zekada en iyi 8 ara\u015ft\u0131rma ve tez konusu<\/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-5c295e7 elementor-widget elementor-widget-heading\" data-id=\"5c295e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. Makine \u00d6\u011frenimi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d29e060 elementor-widget elementor-widget-text-editor\" data-id=\"d29e060\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Makine \u00f6\u011frenmesi,\u00a0makinelerin bir g\u00f6revi \u00f6zellikle o g\u00f6rev hakk\u0131nda programlamadan deneyimlerden \u00f6\u011frenmesini sa\u011flamak i\u00e7in Yapay Zekan\u0131n kullan\u0131lmas\u0131n\u0131 i\u00e7erir.\u00a0(K\u0131sacas\u0131, Makineler, insan eli de\u011fmeden otomatik olarak \u00f6\u011frenir!!!) Bu s\u00fcre\u00e7, onlara kaliteli verilerin beslenmesi ve ard\u0131ndan veriler ve farkl\u0131 algoritmalar kullan\u0131larak \u00e7e\u015fitli makine \u00f6\u011frenme modelleri olu\u015fturularak makinelerin e\u011fitilmesiyle ba\u015flar.\u00a0Algoritma se\u00e7imi, ne t\u00fcr verilere sahip oldu\u011fumuza ve ne t\u00fcr bir g\u00f6revi otomatikle\u015ftirmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131za ba\u011fl\u0131d\u0131r.<\/p>\n<p>Ancak genel olarak konu\u015fursak, Makine \u00d6\u011frenmesi Algoritmalar\u0131 3 t\u00fcre ayr\u0131l\u0131r; yani <strong>Denetimli Makine \u00d6\u011frenimi Algoritmalar\u0131, Denetimsiz Makine \u00d6\u011frenimi Algoritmalar\u0131<\/strong>\u00a0ve\u00a0<strong>G\u00fc\u00e7lendirici Makine \u00d6\u011frenimi Algoritmalar\u0131.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cde73fa elementor-widget elementor-widget-heading\" data-id=\"cde73fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. Derin \u00d6\u011frenme\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dee416 elementor-widget elementor-widget-text-editor\" data-id=\"6dee416\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/aix.web.tr\/2023te-7-derin-ogrenme-araci\/\">Derin \u00d6\u011frenme<\/a>,\u00a0verileri i\u015flemek ve bu verilere dayal\u0131 kararlar\u0131 uygulamak i\u00e7in insan beyninin i\u00e7 \u00e7al\u0131\u015fmas\u0131n\u0131 taklit ederek \u00f6\u011frenen bir Makine \u00d6\u011frenimi alt k\u00fcmesidir.\u00a0Temel olarak Derin \u00d6\u011frenme,\u00a0makine \u00f6\u011frenimini uygulamak i\u00e7in\u00a0<strong>yapay sinir a\u011flar\u0131n\u0131 kullan\u0131r.\u00a0<\/strong>Bu sinir a\u011flar\u0131, insan beynindeki a\u011flara benzer \u015fekilde a\u011f benzeri bir yap\u0131yla birbirine ba\u011fl\u0131d\u0131r (Temel olarak beynimizin basitle\u015ftirilmi\u015f bir versiyonu!).<\/p>\n<p>Yapay sinir a\u011flar\u0131n\u0131n bu web benzeri yap\u0131s\u0131, verileri do\u011frusal olmayan bir yakla\u015f\u0131mla i\u015fleyebilecekleri anlam\u0131na gelir; bu, verileri yaln\u0131zca do\u011frusal bir yakla\u015f\u0131mla i\u015fleyebilen geleneksel algoritmalara g\u00f6re \u00f6nemli bir avantajd\u0131r.\u00a0Derin sinir a\u011f\u0131na bir \u00f6rnek,\u00a0Google Arama algoritmas\u0131ndaki fakt\u00f6rlerden biri olan\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/RankBrain\" target=\"_blank\" rel=\"noopener\">RankBrain&#8217;dir.<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c314380 elementor-widget elementor-widget-heading\" data-id=\"c314380\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3. Takviyeli \u00d6\u011frenme<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b060a35 elementor-widget elementor-widget-text-editor\" data-id=\"b060a35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/aix.web.tr\/en-iyi-5-makine-ogrenmesi-modeli\/\">Takviyeli \u00d6\u011frenme<\/a>,\u00a0makinenin bir \u015feyi insanlar\u0131n \u00f6\u011frenmesine benzer bir \u015fekilde \u00f6\u011frendi\u011fi Yapay Zekan\u0131n bir par\u00e7as\u0131d\u0131r.\u00a0\u00d6rnek olarak makinenin bir \u00f6\u011frenci oldu\u011funu varsayal\u0131m.\u00a0Burada varsay\u0131msal \u00f6\u011frenci zaman i\u00e7inde kendi hatalar\u0131ndan ders al\u0131r (t\u0131pk\u0131 bizim yapmam\u0131z gerekti\u011fi gibi!!).\u00a0B\u00f6ylece G\u00fc\u00e7lendirme Makinesi \u00d6\u011frenimi Algoritmalar\u0131\u00a0<strong>deneme yan\u0131lma yoluyla en uygun eylemleri \u00f6\u011frenir.<\/strong><\/p>\n<p>Bu, algoritman\u0131n bir sonraki eyleme mevcut durumuna dayal\u0131 ve gelecekte \u00f6d\u00fcl\u00fc en \u00fcst d\u00fczeye \u00e7\u0131karacak davran\u0131\u015flar\u0131 \u00f6\u011frenerek karar vermesi anlam\u0131na gelir.\u00a0Ve insanlar i\u00e7in oldu\u011fu gibi bu durum makineler i\u00e7in de ge\u00e7erli!\u00a0\u00d6rne\u011fin, Google&#8217;\u0131n\u00a0<a href=\"https:\/\/techcrunch.com\/2017\/05\/24\/alphago-beats-planets-best-human-go-player-ke-jie\/\" target=\"_blank\" rel=\"nofollow noopener\">AlphaGo<\/a>\u00a0bilgisayar program\u0131, 2017 y\u0131l\u0131nda Takviyeli \u00d6\u011frenmeyi kullanarak Go oyununda d\u00fcnya \u015fampiyonunu (bu bir insan!) yenmeyi ba\u015fard\u0131.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a06d40 elementor-widget elementor-widget-heading\" data-id=\"1a06d40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4. Robotik\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a7a1b1 elementor-widget elementor-widget-text-editor\" data-id=\"3a7a1b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span>Robotik,<\/span><span>\u00a0insan gibi davranabilen ve baz\u0131 eylemleri insan gibi ger\u00e7ekle\u015ftirebilen insans\u0131 makinelerin yarat\u0131lmas\u0131yla ilgilenen bir aland\u0131r.\u00a0Robotlar baz\u0131 durumlarda insan gibi davranabiliyor ama ayn\u0131 zamanda insan gibi d\u00fc\u015f\u00fcnebiliyor mu?\u00a0Yapay zekan\u0131n devreye girdi\u011fi yer buras\u0131!\u00a0Yapay zeka, robotlar\u0131n belirli durumlarda ak\u0131ll\u0131ca hareket etmesine olanak tan\u0131r.\u00a0Bu robotlar s\u0131n\u0131rl\u0131 bir alandaki sorunlar\u0131 \u00e7\u00f6zebilir, hatta kontroll\u00fc ortamlarda \u00f6\u011frenebilirler.<\/span><br \/><span>Bunun bir \u00f6rne\u011fi\u00a0, MIT&#8217;nin Yapay Zeka Laboratuvar\u0131&#8217;nda geli\u015ftirilen bir sosyal etkile\u015fim robotu olan\u00a0<\/span><a href=\"http:\/\/www.ai.mit.edu\/projects\/sociable\/baby-bits.html\" target=\"_blank\" rel=\"noopener\"><strong><span>Kismet&#8217;tir. <\/span><\/strong><\/a><span>\u0130nsan beden dilini ve sesimizi tan\u0131r ve insanlarla buna g\u00f6re etkile\u015fime girer.\u00a0Bir di\u011fer \u00f6rnek ise\u00a0NASA&#8217;n\u0131n uzayda astronotlarla birlikte \u00e7al\u0131\u015fmak \u00fczere geli\u015ftirdi\u011fi\u00a0<\/span><a href=\"https:\/\/www.nasa.gov\/audience\/forstudents\/5-8\/features\/nasa-knows\/what-is-robonaut-58.html\" target=\"_blank\" rel=\"noopener\"><strong><span>Robonaut&#8217;tur.<\/span><\/strong><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-117c6b6 elementor-widget elementor-widget-image\" data-id=\"117c6b6\" 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=\"614\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka-1024x746.png\" class=\"attachment-large size-large wp-image-5293\" alt=\"T\u00fcm Temelleriyle Yapay Zeka\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka-1024x746.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka-300x219.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka-768x560.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka-16x12.png 16w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Tum-Temelleriyle-Yapay-Zeka.png 1400w\" 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\">T\u00fcm Temelleriyle Yapay Zeka<\/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-13fdee7 elementor-widget elementor-widget-heading\" data-id=\"13fdee7\" 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\">5. Do\u011fal Dil \u0130\u015fleme\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d8a047 elementor-widget elementor-widget-text-editor\" data-id=\"4d8a047\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u0130nsanlar\u0131n birbirleriyle konu\u015farak konu\u015fabildikleri a\u00e7\u0131k ama art\u0131k makineler de bunu yapabiliyor! Bu, makinelerin dili ve konu\u015fmay\u0131 konu\u015fulduk\u00e7a analiz etti\u011fi ve anlad\u0131\u011f\u0131\u00a0<a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Do\u011fal Dil \u0130\u015fleme<\/a>\u00a0olarak bilinir (Art\u0131k bir makineyle konu\u015fursan\u0131z, o da size kar\u015f\u0131l\u0131k verebilir!).\u00a0<strong>NLP&#8217;nin konu\u015fma tan\u0131ma, do\u011fal dil olu\u015fturma, do\u011fal dil \u00e7evirisi<\/strong>\u00a0vb.\u00a0gibi dille ilgilenen bir\u00e7ok alt b\u00f6l\u00fcm\u00fc vard\u0131r. NLP \u015fu anda m\u00fc\u015fteri destek uygulamalar\u0131, \u00f6zellikle de\u00a0<strong>chatbot <\/strong>i\u00e7in son derece pop\u00fclerdir. Bu sohbet robotlar\u0131, kullan\u0131c\u0131larla metin bi\u00e7iminde etkile\u015fim kurmak ve onlar\u0131n sorgular\u0131n\u0131 \u00e7\u00f6zmek i\u00e7in ML ve NLP&#8217;yi kullan\u0131r. B\u00f6ylece, bir insanla do\u011frudan etkile\u015fime girmeden, m\u00fc\u015fteri destek etkile\u015fimlerinizde insan dokunu\u015funu elde edersiniz.<\/p>\n<p>Do\u011fal Dil \u0130\u015fleme alan\u0131nda yay\u0131nlanm\u0131\u015f baz\u0131 Ara\u015ft\u0131rma Makalelerine burada yer verilmektedir.\u00a0Bu konuyla ilgili ara\u015ft\u0131rma ve tezler hakk\u0131nda daha fazla fikir edinmek i\u00e7in bunlar\u0131 inceleyebilirsiniz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc874a8 elementor-widget elementor-widget-heading\" data-id=\"dc874a8\" 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\">6. Bilgisayar G\u00f6r\u00fcs\u00fc<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-25566ed elementor-widget elementor-widget-text-editor\" data-id=\"25566ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u0130nternet g\u00f6rsellerle dolu! Bu, foto\u011fraf \u00e7ekmenin ve payla\u015fman\u0131n hi\u00e7 bu kadar kolay olmad\u0131\u011f\u0131 selfie \u00e7a\u011f\u0131d\u0131r. Asl\u0131nda internete her g\u00fcn milyonlarca g\u00f6rsel y\u00fckleniyor ve g\u00f6r\u00fcnt\u00fcleniyor. \u00c7evrimi\u00e7i ortamda bu kadar b\u00fcy\u00fck miktarda g\u00f6rselden en iyi \u015fekilde yararlanmak i\u00e7in bilgisayarlar\u0131n g\u00f6rselleri g\u00f6rebilmesi ve anlayabilmesi \u00f6nemlidir. Ve insanlar bunu hi\u00e7 d\u00fc\u015f\u00fcnmeden kolayca yapabilirken, bilgisayarlar i\u00e7in bu o kadar da kolay de\u011fil! <a href=\"https:\/\/en.wikipedia.org\/wiki\/Computer_vision\" target=\"_blank\" rel=\"noopener\">Bilgisayar\u00a0 G\u00f6r\u00fcs\u00fc<\/a> burada\u00a0devreye giriyor.<\/p>\n<p>Bilgisayarl\u0131 G\u00f6rme,\u00a0g\u00f6r\u00fcnt\u00fclerden bilgi \u00e7\u0131karmak i\u00e7in\u00a0<strong>Yapay Zekay\u0131 kullan\u0131r.\u00a0<\/strong>Bu bilgi, g\u00f6r\u00fcnt\u00fcdeki nesne tespiti, \u00e7e\u015fitli g\u00f6r\u00fcnt\u00fcleri bir arada gruplamak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u00e7eri\u011finin tan\u0131mlanmas\u0131 vb. olabilir. Bilgisayarl\u0131 g\u00f6rmenin bir uygulamas\u0131, a\u015fa\u011f\u0131daki gibi \u00e7evredeki g\u00f6r\u00fcnt\u00fcleri analiz ederek otonom ara\u00e7lar i\u00e7in navigasyondur. <a href=\"https:\/\/scienceandtechnology.jpl.nasa.gov\/research\/research-topics-list\/communications-computing-software\/deep-space-navigation\" target=\"_blank\" rel=\"nofollow noopener\">AutoNav,<\/a>\u00a0Mars&#8217;a inen Spirit ve Opportunity gezicilerinde kullan\u0131ld\u0131.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdc5335 elementor-widget elementor-widget-heading\" data-id=\"fdc5335\" 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\">7. Tavsiye Sistemleri\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35cb779 elementor-widget elementor-widget-text-editor\" data-id=\"35cb779\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Netflix&#8217;i kullan\u0131rken ge\u00e7mi\u015f se\u00e7imlerinize veya be\u011fendi\u011finiz t\u00fcrlere g\u00f6re film ve dizi \u00f6nerileri al\u0131yor musunuz?\u00a0Bu , \u00e7evrimi\u00e7i olarak mevcut geni\u015f se\u00e7enekler aras\u0131nda bir sonraki ad\u0131mda neyi se\u00e7ece\u011finiz konusunda size rehberlik sa\u011flayan\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Recommender_system\" target=\"_blank\" rel=\"noopener\">Tavsiye Sistemleri<\/a> taraf\u0131ndan yap\u0131l\u0131r.\u00a0Bir \u00d6neri Sistemi, \u0130\u00e7eri\u011fe Dayal\u0131 \u00d6neriye ve hatta \u0130\u015fbirli\u011fine Dayal\u0131 Filtrelemeye dayanabilir.<\/p>\n<p><strong>\u0130\u00e7erik Bazl\u0131 \u00d6neri,<\/strong>\u00a0t\u00fcm \u00f6\u011felerin i\u00e7eri\u011fi analiz edilerek yap\u0131l\u0131r.\u00a0\u00d6rne\u011fin kitaplar \u00fczerinde yap\u0131lan Do\u011fal Dil \u0130\u015fleme y\u00f6ntemine g\u00f6re be\u011fenebilece\u011finiz kitaplar \u00f6nerilebilir.\u00a0\u00d6te yandan,\u00a0<strong>\u0130\u015fbirli\u011fine Dayal\u0131 Filtreleme<\/strong>, ge\u00e7mi\u015f okuma davran\u0131\u015f\u0131n\u0131z\u0131 analiz ederek ve buna g\u00f6re kitap \u00f6nererek yap\u0131l\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae2bbc5 elementor-widget elementor-widget-heading\" data-id=\"ae2bbc5\" 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\">8. Nesnelerin \u0130nterneti (IoT)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-719aeba elementor-widget elementor-widget-text-editor\" data-id=\"719aeba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yapay Zeka,\u00a0herhangi bir manuel m\u00fcdahale olmadan, \u00f6nceki deneyimlerini kullanarak insan g\u00f6revlerini taklit etmeyi \u00f6\u011frenebilen sistemlerin olu\u015fturulmas\u0131yla ilgilenir.\u00a0Nesnelerin \u0130nterneti\u00a0ise internet \u00fczerinden ba\u011flanan ve birbirleriyle veri toplay\u0131p veri al\u0131\u015fveri\u015fi yapabilen \u00e7e\u015fitli cihazlardan olu\u015fan bir a\u011fd\u0131r.<\/p>\n<p>Art\u0131k t\u00fcm bu IoT cihazlar\u0131, eyleme ge\u00e7irilebilir sonu\u00e7lar i\u00e7in toplanmas\u0131 ve \u00e7\u0131kar\u0131lmas\u0131 gereken \u00e7ok say\u0131da veri \u00fcretiyor<strong>.\u00a0<\/strong>Yapay Zekan\u0131n devreye girdi\u011fi yer buras\u0131d\u0131r.\u00a0Nesnelerin \u0130nterneti, Yapay Zeka algoritmalar\u0131n\u0131n gerektirdi\u011fi b\u00fcy\u00fck miktarda veriyi toplamak ve i\u015flemek i\u00e7in kullan\u0131l\u0131r.\u00a0Buna kar\u015f\u0131l\u0131k, bu algoritmalar verileri IoT cihazlar\u0131 taraf\u0131ndan uygulanabilecek faydal\u0131, eyleme ge\u00e7irilebilir sonu\u00e7lara d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-018f484 elementor-widget elementor-widget-heading\" data-id=\"018f484\" 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\">Yapay zeka ara\u015ft\u0131rma konular\u0131nda sonu\u00e7<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-814039e elementor-widget elementor-widget-text-editor\" data-id=\"814039e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Makine \u00d6\u011frenimi, Derin \u00d6\u011frenme, Takviyeli \u00d6\u011frenme, Robotik, Do\u011fal Dil \u0130\u015fleme, Bilgisayarla G\u00f6rme, Tavsiye Sistemleri ve Nesnelerin \u0130nterneti gibi yapay zeka alanlar\u0131n\u0131n h\u0131zla geli\u015fti\u011fi bir \u00e7a\u011fda ya\u015f\u0131yoruz. Bu teknolojiler, makinelerin deneyimlerden \u00f6\u011frenmelerini, insan beyninin i\u015fleyi\u015fini taklit etmelerini, karma\u015f\u0131k problemleri \u00e7\u00f6zmelerini ve hatta birbirleriyle ileti\u015fim kurmalar\u0131n\u0131 sa\u011fl\u0131yor. \u0130nsan hayat\u0131n\u0131 pek \u00e7ok alanda kolayla\u015ft\u0131ran bu geli\u015fmeler, \u00f6zellikle sa\u011fl\u0131k, e\u011fitim, otomasyon ve ileti\u015fim sekt\u00f6rlerinde b\u00fcy\u00fck etkiler yaratm\u0131\u015ft\u0131r.<\/p>\n<p>Gelecekte, yapay zeka teknolojilerinin daha da geli\u015fece\u011fi ve ya\u015fam\u0131m\u0131z\u0131n bir\u00e7ok y\u00f6n\u00fcn\u00fc d\u00f6n\u00fc\u015ft\u00fcrece\u011fi kesindir. Ancak bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn etik, g\u00fcvenlik ve gizlilik sorunlar\u0131 da beraberinde getirdi\u011fi unutulmamal\u0131d\u0131r. Bu nedenle yapay zeka alan\u0131ndaki geli\u015fmelerin izlenmesi, d\u00fczenlenmesi ve toplumsal fayda sa\u011flamak i\u00e7in kullan\u0131lmas\u0131 b\u00fcy\u00fck bir \u00f6nem ta\u015f\u0131r. Sonu\u00e7 olarak, yapay zeka gelece\u011fin d\u00fcnyas\u0131n\u0131n \u00f6nemli bir par\u00e7as\u0131 olmaya devam edecektir ve bu alandaki ilerlemelerle birlikte, daha ak\u0131ll\u0131 ve etkili bir d\u00fcnya in\u015fa etme f\u0131rsat\u0131m\u0131z vard\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8ee0b9d elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8ee0b9d\" 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-4493cdc\" data-id=\"4493cdc\" 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-d336563 elementor-widget elementor-widget-image\" data-id=\"d336563\" 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-3c5e335 elementor-widget elementor-widget-heading\" data-id=\"3c5e335\" 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-5db1c76 elementor-widget elementor-widget-heading\" data-id=\"5db1c76\" 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-58d0fe7 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"58d0fe7\" 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-9bc1e73\" data-id=\"9bc1e73\" 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-f84cda7 elementor-widget elementor-widget-heading\" data-id=\"f84cda7\" 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-fd55853 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"fd55853\" 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=\"5534\">\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>Yapay zekada en iyi 8 ara\u015ft\u0131rma ve tez konusu Zekan\u0131n yaln\u0131zca insanlarla s\u0131n\u0131rl\u0131 olmad\u0131\u011f\u0131 bir gelecek hayal edin! Makinelerin insanlar kadar d\u00fc\u015f\u00fcnebildi\u011fi ve daha heyecan&hellip;<\/p>","protected":false},"author":1,"featured_media":5539,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17,7,48],"class_list":["post-5534","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\/5534","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=5534"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5534\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5539"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5534"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5534"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5534"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}