{"id":6350,"date":"2024-02-21T05:02:01","date_gmt":"2024-02-21T05:02:01","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6350"},"modified":"2024-02-21T05:02:02","modified_gmt":"2024-02-21T05:02:02","slug":"yapay-zeka-neyi-yapamaz","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-neyi-yapamaz\/","title":{"rendered":"Yapay Zeka Neyi Yapamaz?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6350\" class=\"elementor elementor-6350\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-715cc08 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"715cc08\" 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 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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-a92149e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a92149e\" 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-692b822\" data-id=\"692b822\" 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-648dd94 elementor-widget elementor-widget-heading\" data-id=\"648dd94\" 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 Neyi Yapamaz?<\/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-74daa97 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"74daa97\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-106d7a7\" data-id=\"106d7a7\" 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-356302a elementor-widget elementor-widget-text-editor\" data-id=\"356302a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 gizmo:py-2 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p dir=\"ltr\"><span>Ekonometristler taraf\u0131ndan bug\u00fcne kadar ger\u00e7ekle\u015ftirilen yegane net d\u00fc\u015f\u00fcnce deneylerinden biri olan &#8220;k\u0131rm\u0131z\u0131 otob\u00fcs-mavi otob\u00fcs&#8221; problemi, bir ki\u015finin \u00e7e\u015fitli alternatiflerle kar\u015f\u0131 kar\u015f\u0131ya kald\u0131\u011f\u0131nda belirli bir se\u00e7im yapma olas\u0131l\u0131\u011f\u0131n\u0131 \u00f6l\u00e7mek i\u00e7in istatistiksel tahmin kullanman\u0131n getirdi\u011fi merkezi bir dezavantaj\u0131 g\u00f6stermektedir.\u00a0D\u00fc\u015f\u00fcnce deneyi devam ederken, i\u015fe gitmek i\u00e7in arabaya ya da k\u0131rm\u0131z\u0131 otob\u00fcse binmek aras\u0131nda kay\u0131ts\u0131z oldu\u011funuzu hayal edin.\u00a0Kay\u0131ts\u0131zl\u0131\u011f\u0131n\u0131z nedeniyle, her iki se\u00e7ene\u011fi de se\u00e7me olas\u0131l\u0131\u011f\u0131n\u0131z\u0131n tahmini, yaz\u0131 tura atmakt\u0131r.\u00a0Arabaya binme ihtimaliniz y\u00fczde 50, k\u0131rm\u0131z\u0131 otob\u00fcse binme ihtimaliniz ise y\u00fczde 50.\u00a0Dolay\u0131s\u0131yla se\u00e7im \u015fans\u0131n\u0131z bire birdir.\u00a0<\/span><\/p><p><span>\u015eimdi, iki farkl\u0131 senaryoda \u00fc\u00e7\u00fcnc\u00fc bir ula\u015f\u0131m se\u00e7ene\u011fini tan\u0131t\u0131n ve yolcunun alternatif se\u00e7enekler aras\u0131nda kay\u0131ts\u0131z kald\u0131\u011f\u0131n\u0131 varsayal\u0131m.\u00a0\u0130lk senaryoda ilgisiz yolcunun kar\u015f\u0131s\u0131na \u00e7\u0131kan alternatifler otomobil, k\u0131rm\u0131z\u0131 otob\u00fcs ve tren olacak \u015fekilde yeni bir tren g\u00fczergah\u0131 a\u00e7\u0131l\u0131yor.\u00a0Tahmin edilen olas\u0131l\u0131klar \u015fu anda \u00fc\u00e7te biri araba, \u00fc\u00e7te biri k\u0131rm\u0131z\u0131 otob\u00fcs ve \u00fc\u00e7te biri trendir.\u00a0Oranlar, bire bir olan iki se\u00e7enekli senaryoyla ayn\u0131d\u0131r.\u00a0<\/span><\/p><p><span>\u0130kinci senaryoda k\u0131rm\u0131z\u0131 bir otob\u00fcs yerine otob\u00fcs\u00fcn mavi olabilece\u011fini varsayal\u0131m.\u00a0Dolay\u0131s\u0131yla yolcunun \u00f6n\u00fcndeki se\u00e7im arabaya binmek, k\u0131rm\u0131z\u0131 otob\u00fcse binmek veya mavi otob\u00fcse binmek olacakt\u0131r.\u00a0K\u0131rm\u0131z\u0131 otob\u00fcse binmek ile mavi otob\u00fcse binmek aras\u0131nda ger\u00e7ek bir fark var m\u0131?\u00a0Hay\u0131r, asl\u0131nda ayn\u0131 se\u00e7im.\u00a0Bu durumda olas\u0131l\u0131klar y\u00fczde 50 araba, y\u00fczde 25 k\u0131rm\u0131z\u0131 otob\u00fcs, y\u00fczde 25 mavi otob\u00fcs ve ikiye bire bir oranlar\u0131 \u015feklinde ayr\u0131lmal\u0131d\u0131r.\u00a0<\/span><\/p><p><span>Bunun nedeni, ger\u00e7ek se\u00e7imin ilk iki se\u00e7enekli senaryoyla tamamen ayn\u0131 olmas\u0131d\u0131r; yani arabaya binmek veya otob\u00fcse binmek.\u00a0Ba\u015fka bir deyi\u015fle k\u0131rm\u0131z\u0131 otob\u00fcs ve mavi otob\u00fcs ayn\u0131 se\u00e7imi temsil ediyor.\u00a0Otob\u00fcs\u00fcn renginin yolcunun ula\u015f\u0131m tercihiyle alakas\u0131 yoktur.\u00a0Yani ilgisiz yolcunun k\u0131rm\u0131z\u0131 ya da mavi otob\u00fcs\u00fc se\u00e7me olas\u0131l\u0131\u011f\u0131, ki\u015finin otob\u00fcse binme olas\u0131l\u0131\u011f\u0131n\u0131n sadece yar\u0131s\u0131 kadard\u0131r.\u00a0<\/span><a href=\"https:\/\/eml.berkeley.edu\/reprints\/mcfadden\/zarembka.pdf\" target=\"_blank\" rel=\"noopener\"><span>Ancak bu olas\u0131l\u0131klar\u0131n tahmininde kullan\u0131lan y\u00f6ntem, bu ilgisiz alternatifleri de\u015fifre etme konusunda yetersizdir.\u00a0<\/span><\/a><span>Algoritma tren senaryosunda oldu\u011fu gibi arabay\u0131, k\u0131rm\u0131z\u0131 otob\u00fcs\u00fc, mavi otob\u00fcs\u00fc bire bir kodluyor.<\/span><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebfedd9 elementor-widget elementor-widget-image\" data-id=\"ebfedd9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz-1024x576.jpg\" class=\"attachment-large size-large wp-image-6351\" alt=\"Yapay Zeka Neyi Yapamaz?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz-1024x576.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz-18x10.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-Neyi-Yapamaz.jpg 1280w\" 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\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> Neyi Yapamaz?<\/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-71a42d5 elementor-widget elementor-widget-heading\" data-id=\"71a42d5\" 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\">Algoritmik Eksiklikler\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b5bee2 elementor-widget elementor-widget-text-editor\" data-id=\"8b5bee2\" 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>K\u0131rm\u0131z\u0131 otob\u00fcs\/mavi otob\u00fcs (olmayan) se\u00e7imi, algoritmik hesaplaman\u0131n nas\u0131l ba\u015far\u0131s\u0131z olabilece\u011finin iyi bir \u00f6rne\u011fidir.\u00a0Ham formlar\u0131nda modeller, insanlar\u0131n kavramakta \u00e7ok az zorluk \u00e7ekti\u011fi veya hi\u00e7 zorluk ya\u015famad\u0131\u011f\u0131 dilsel tan\u0131mlaman\u0131n inceliklerini ay\u0131rt edemez.\u00a0Bir ki\u015fi i\u00e7in, ula\u015f\u0131m alternatifleri g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda k\u0131rm\u0131z\u0131 otob\u00fcs ile mavi otob\u00fcs\u00fcn neden ayn\u0131 oldu\u011fu sezgiseldir.\u00a0Bir tren tan\u0131t\u0131ld\u0131\u011f\u0131nda, mavi bir otob\u00fcse kar\u015f\u0131 se\u00e7im setinde bir fark oldu\u011fu kesinlikle sezgiseldir.\u00a0\u00d6te yandan, veri yolu renginin algoritmik bir s\u00fcre\u00e7te programlanabilir bir kural olarak neden \u00f6nemsiz oldu\u011funu a\u00e7\u0131klamak son derece zordur.\u00a0Durum neden b\u00f6yle?<\/p><p>Bu bilmece, ad\u0131n\u0131 fizik\u00e7i Michael Polanyi&#8217;den alan <a href=\"https:\/\/en.wikipedia.org\/wiki\/Polanyi%2527s_paradox\" target=\"_blank\" rel=\"noopener\">Polanyi paradoksunun<\/a>\u00a0bir \u00f6rne\u011fidir .\u00a0Basit\u00e7e ifade edilen paradoks \u015fudur: &#8220;Anlatabildi\u011fimizden daha fazlas\u0131n\u0131 biliyoruz.&#8221;\u00a0Daha kapsaml\u0131 bir \u015fekilde paradoks \u015fu \u015fekildedir\u00a0<a href=\"https:\/\/philosophicaldisquisitions.blogspot.com\/2015\/10\/polanyis-paradox-will-humans-maintain.html\" target=\"_blank\" rel=\"noopener\">: &#8220;S\u00f6yleyebilece\u011fimizden daha fazlas\u0131n\u0131 biliyoruz, yani ger\u00e7ekle\u015ftirdi\u011fimiz g\u00f6revlerin \u00e7o\u011fu, kodlanmas\u0131 ve otomatikle\u015ftirilmesi zor olan \u00f6rt\u00fcl\u00fc, sezgisel bilgiye dayan\u0131yor.&#8221;\u00a0<\/a>Polanyi&#8217;nin paradoksu, bir bireyin bir \u015feyi yapabildi\u011fi ancak bunu nas\u0131l yapt\u0131\u011f\u0131n\u0131 a\u00e7\u0131klayamad\u0131\u011f\u0131 durumlarda devreye girer.\u00a0<\/p><p>Bu \u00f6rnekte &#8220;bir \u015fey yapmak&#8221;, bir insan\u0131n tekrarlanabilir bir kuralla kodlanamayan bir g\u00f6revi yerine getirerek elde etti\u011fi \u00f6l\u00e7\u00fclebilir veya yayg\u0131n olarak anla\u015f\u0131lan bir sonucu ifade eder.\u00a0Polanyi bu t\u00fcr insan performans\u0131n\u0131 &#8220;\u00f6rt\u00fck bilgi&#8221; olarak adland\u0131r\u0131yor.\u00a0Bu t\u00fcr ile tan\u0131mlanabilir, kurallara ba\u011fl\u0131 ve tekrarlanabilir olan soyut bilgi aras\u0131nda bir ayr\u0131m yap\u0131yor.\u00a0<\/p><p>Ekonomist David Autor,\u00a0<a href=\"https:\/\/www.nber.org\/system\/files\/working_papers\/w20485\/w20485.pdf\" target=\"_blank\" rel=\"noopener\">makinelerin neden insanlar\u0131n t\u00fcm kariyerlerini ele ge\u00e7irmedi\u011fini a\u00e7\u0131klamak i\u00e7in Polanyi&#8217;nin paradoksunu<\/a> kullan\u0131yor.\u00a0Otomasyon soyut bilgi alan\u0131yla s\u0131n\u0131rl\u0131 olmasayd\u0131, makinelerin t\u00fcm insan g\u00f6revlerini gasp edece\u011fini ve insan istihdam\u0131n\u0131n 1980&#8217;lerden bu yana h\u0131zla d\u00fc\u015fece\u011fini \u00f6ne s\u00fcr\u00fcyor.\u00a0Ancak otomasyon bu sonuca yol a\u00e7mad\u0131 \u00e7\u00fcnk\u00fc bilgisayarlara hangi g\u00f6revleri ger\u00e7ekle\u015ftireceklerini bildirmek i\u00e7in kesin kurallar\u0131n belirlenmesini gerektiriyor.\u00a0Ancak \u00f6rt\u00fcl\u00fc bilginin resmi olarak ifade edilmesi zor veya imkans\u0131zd\u0131r \u00e7\u00fcnk\u00fc insanlar onu olu\u015fturan becerileri resmi ileti\u015fim y\u00f6ntemlerinin ortaya \u00e7\u0131kmas\u0131ndan \u00f6nce evrimsel olarak geli\u015ftirmi\u015flerdir.<\/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-4530c57 elementor-widget elementor-widget-heading\" data-id=\"4530c57\" 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\">Evrimsel Beceriler\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccc2e20 elementor-widget elementor-widget-text-editor\" data-id=\"ccc2e20\" 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>\u00d6rt\u00fcl\u00fc, tarif edilemez beceriler, ara\u015ft\u0131rmac\u0131lar Hans Moravec, Rodney Brooks ve Marvin Minsky taraf\u0131ndan resmile\u015ftirilen ba\u015fka bir paradoksun temel noktas\u0131d\u0131r.\u00a0<\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Moravec%2527s_paradox#CITEREFPinker2007\" target=\"_blank\" rel=\"noopener\"><span>\u201cMoravec&#8217;in paradoksu\u201d<\/span><\/a><span>\u00a0k\u0131sa haliyle \u015funu belirtir:\u00a0<\/span><\/p><ul><li dir=\"ltr\"><p dir=\"ltr\"><span>Herhangi bir insan becerisine tersine m\u00fchendislik uygulanmas\u0131n\u0131n zorlu\u011funun, bu becerinin hayvanlarda geli\u015fti\u011fi zamanla kabaca orant\u0131l\u0131 olmas\u0131n\u0131 beklemeliyiz.<\/span><\/p><\/li><li dir=\"ltr\"><p dir=\"ltr\"><span>En eski insan becerileri b\u00fcy\u00fck \u00f6l\u00e7\u00fcde bilin\u00e7sizdir ve bu nedenle bize zahmetsizmi\u015f gibi g\u00f6r\u00fcn\u00fcr.<\/span><\/p><\/li><li dir=\"ltr\"><p dir=\"ltr\"><span>Sonu\u00e7 olarak, zahmetsiz g\u00f6r\u00fcnen becerilerin tersine m\u00fchendisli\u011finin zor olmas\u0131n\u0131 beklemeliyiz, ancak \u00e7aba gerektiren becerilerin m\u00fchendisli\u011finin yap\u0131lmas\u0131 hi\u00e7 de zor olmayabilir.\u00a0<\/span><\/p><\/li><\/ul><p><span>\u00c7eli\u015fkili bir \u015fekilde, zihinsel muhakeme ve soyut bilgi \u00e7ok az hesaplama gerektirir, ancak duyu-motor beceriler, gelecekteki sonu\u00e7lar\u0131n g\u00f6rselle\u015ftirilmesi ve alg\u0131sal \u00e7\u0131kar\u0131m, b\u00fcy\u00fck miktarda hesaplama kayna\u011f\u0131 gerektirir.\u00a0<\/span><a href=\"https:\/\/www.hup.harvard.edu\/catalog.php?isbn=9780674576186\" target=\"_blank\" rel=\"noopener\"><span>Moravec&#8217;in bu konuyla ilgili kitab\u0131nda<\/span><\/a><span> belirtti\u011fi gibi, \u201cBilgisayarlar\u0131n zeka testlerinde veya dama oynamada yeti\u015fkinler d\u00fczeyinde performans g\u00f6stermesini sa\u011flamak nispeten kolayd\u0131r, ancak alg\u0131lama ve alg\u0131lama s\u00f6z konusu oldu\u011funda onlara bir ya\u015f\u0131ndaki bir \u00e7ocu\u011fun becerilerini kazand\u0131rmak zor veya imkans\u0131zd\u0131r. hareketlilik.&#8221;<\/span><\/p><p><span>Polanyi ve Moravec&#8217;in paradokslar\u0131n\u0131 ortak bir temada birle\u015ftiren insanlar, yaln\u0131zca son birka\u00e7 bin y\u0131lda soyut d\u00fc\u015f\u00fcnmeyi geli\u015ftirdiler ve bu, t\u00fcr\u00fcm\u00fcz i\u00e7in zor g\u00f6r\u00fcn\u00fcyor \u00e7\u00fcnk\u00fc nispeten h\u0131zl\u0131 geli\u015fimi, onu yeni ve do\u011fas\u0131 gere\u011fi anla\u015f\u0131lmas\u0131 zor k\u0131l\u0131yor.\u00a0Alternatif olarak insanlar, evrimsel tarihimizin tamam\u0131 boyunca \u00f6rt\u00fcl\u00fc, sezgisel ama tarif edilemez beceriler geli\u015ftirdiler.\u00a0Bunlar \u00e7evremizde yerle\u015fiktir, deneyimsel olarak edinilmi\u015ftir ve a\u00e7\u0131klamalardan \u00f6nce ortaya \u00e7\u0131km\u0131\u015ft\u0131r.\u00a0<\/span><\/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-f93986e elementor-widget elementor-widget-heading\" data-id=\"f93986e\" 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 Zekan\u0131n Gelece\u011fi Tamamlay\u0131c\u0131d\u0131r \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-387b4c1 elementor-widget elementor-widget-text-editor\" data-id=\"387b4c1\" 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>O halde yapay zeka i\u00e7in bu paradokslar, kaynak tahsisi konusunda temel bir soruna yol a\u00e7an mant\u0131k d\u0131\u015f\u0131 bir sonuca i\u015faret ediyor.\u00a0\u0130nsanlar i\u00e7in en basit beceriler, makineler i\u00e7in en zorlu becerilerse ve dahas\u0131, bu \u00f6rt\u00fcl\u00fc becerilerin kodlanmas\u0131 zor veya imkans\u0131zsa, o zaman insanlar\u0131n bilin\u00e7alt\u0131nda ger\u00e7ekle\u015ftirdi\u011fi en basit g\u00f6revlerin \u00f6\u011fretilmesi \u00e7ok b\u00fcy\u00fck miktarda zaman, \u00e7aba ve kaynak gerektirecektir. makinelere.<\/p><p>Bir becerinin insana ne kadar kolay uygulanabildi\u011fi ile hem a\u00e7\u0131klanabilirli\u011fi hem de makineler taraf\u0131ndan tekrarlanabilirli\u011fi aras\u0131nda ters bir ili\u015fki ortaya \u00e7\u0131kmaktad\u0131r.\u00a0O halde temel ekonomik soru \u015fudur: Sezgisel insan g\u00f6revlerini ger\u00e7ekle\u015ftirmek i\u00e7in yapay zekay\u0131 geli\u015ftirmeye de\u011fer mi?\u00a0Daha basit g\u00f6revleri ger\u00e7ekle\u015ftiren yapay zekay\u0131 geli\u015ftirmek i\u00e7in neden giderek artan miktarda kaynak yat\u0131r\u0131m\u0131 yapas\u0131n\u0131z ki?\u00a0<\/p><p><a href=\"https:\/\/www.graphcore.ai\/posts\/is-moravecs-paradox-still-relevant-for-ai-today\" target=\"_blank\" rel=\"noopener\">Bu, genel yapay zeka<\/a>\u00a0geli\u015fiminin do\u011fal bir yava\u015flamas\u0131na i\u015faret ediyor\u00a0.\u00a0<a href=\"https:\/\/www.offgridweb.com\/preparation\/infographic-the-growth-of-computer-processing-power\/\" target=\"_blank\" rel=\"noopener\">Moore Yasas\u0131,<\/a>\u00a0bilgisayarlar\u0131n i\u015flem g\u00fcc\u00fcn\u00fcn trilyon kat artt\u0131\u011f\u0131na i\u015faret etse de\u00a0, bilgisayarlarla ileti\u015fim kurmam\u0131z\u0131n mant\u0131\u011f\u0131 1970&#8217;lerden bu yana pek de\u011fi\u015fmedi.\u00a0Makinelerin giderek daha basit hale gelen insan g\u00f6revlerini yerine getirmesine olanak tan\u0131yan yapay zeka ara\u015ft\u0131rmalar\u0131n\u0131n f\u0131rsat maliyeti a\u00e7\u0131s\u0131ndan \u00e7ok pahal\u0131 hale geldi\u011finde, azalan getiriler ortaya \u00e7\u0131kt\u0131k\u00e7a yapay zekan\u0131n geli\u015fimi de yava\u015flayacakt\u0131r.\u00a0<\/p><p>\u0130deal olarak, Autor&#8217;un \u00f6ne s\u00fcrd\u00fc\u011f\u00fc gibi, yapay zekan\u0131n gelece\u011fi,\u00a0insan becerilerinin ikame edilebilirli\u011finden\u00a0ziyade, onlar\u0131n tamamlay\u0131c\u0131l\u0131\u011f\u0131nda yatmaktad\u0131r.\u00a0\u00d6rne\u011fin, 1970&#8217;li ve 1980&#8217;li y\u0131llar\u0131n bilgi i\u015flem devrimine kadar istatistik\u00e7iler, ka\u011f\u0131t bazl\u0131 verileri ortalamalar, medyanlar ve standart sapmalar gibi \u00f6zet istatistiklere d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in ger\u00e7ek bir lisans\u00fcst\u00fc \u00f6\u011frenci ordusunu \u00e7al\u0131\u015ft\u0131rd\u0131lar.\u00a0Elektronik hesap makinelerinin ve daha sonra bilgisayarlar\u0131n ortaya \u00e7\u0131k\u0131\u015f\u0131yla, eskiden saatlerce veya g\u00fcnlerce insan eme\u011fi gerektiren istatistikler saniyeler i\u00e7inde hesaplanabildi.<\/p><p>Hesaplama ara\u00e7lar\u0131ndaki bu de\u011fi\u015fiklikle birlikte makineler, \u00f6\u011frencilerin d\u00fc\u015f\u00fck seviyeli, tekrarlanabilir aritmetik y\u00fck\u00fcml\u00fcl\u00fcklerini yerine getirerek istatistiksel ara\u015ft\u0131rmac\u0131 ekiplerini tamamlayabildi.\u00a0Bu, istatistik\u00e7ilere ve \u00f6\u011frencilerine ekip olarak daha belirsiz, a\u00e7\u0131k u\u00e7lu istatistik problemlerini \u00e7\u00f6zmeleri i\u00e7in \u00e7ok fazla zaman kazand\u0131rd\u0131; yarat\u0131c\u0131 d\u00fc\u015f\u00fcnmeyi gerektiren bilgisayar t\u00fcrleri pek iyi i\u015f \u00e7\u0131karm\u0131yor.\u00a0Yapay zekaya ve onun insan yetenekleriyle etkile\u015fimine ili\u015fkin mevcut g\u00f6r\u00fc\u015f, onun ele almak \u00fczere geli\u015ftirildi\u011fi sorun t\u00fcrleri a\u00e7\u0131s\u0131ndan ciddi bir \u015fekilde yeniden d\u00fc\u015f\u00fcn\u00fclmeyi gerektirmektedir.\u00a0Sonu\u00e7ta bize k\u0131rm\u0131z\u0131 otob\u00fcslerin mavi otob\u00fcslerle ayn\u0131 oldu\u011funu s\u00f6yleyebilmek i\u00e7in ger\u00e7ekten yapay zekaya ihtiyac\u0131m\u0131z var m\u0131?\u00a0<\/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-e147324 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e147324\" 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-dc34613\" data-id=\"dc34613\" 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-6f2244a elementor-widget elementor-widget-image\" data-id=\"6f2244a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd0722d elementor-widget elementor-widget-heading\" data-id=\"dd0722d\" 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-58039bd elementor-widget elementor-widget-heading\" data-id=\"58039bd\" 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-5fb4d5b elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"5fb4d5b\" 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-76bc76e\" data-id=\"76bc76e\" 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-c3339fd elementor-widget elementor-widget-heading\" data-id=\"c3339fd\" 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-2c14633 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"2c14633\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"6350\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Yapay Zeka Neyi Yapamaz? Ekonometristler taraf\u0131ndan bug\u00fcne kadar ger\u00e7ekle\u015ftirilen yegane net d\u00fc\u015f\u00fcnce deneylerinden biri olan &#8220;k\u0131rm\u0131z\u0131 otob\u00fcs-mavi otob\u00fcs&#8221; problemi, bir ki\u015finin \u00e7e\u015fitli alternatiflerle kar\u015f\u0131 kar\u015f\u0131ya&hellip;<\/p>","protected":false},"author":1,"featured_media":6351,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[17],"class_list":["post-6350","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6350","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=6350"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6350\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6351"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6350"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6350"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6350"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}