{"id":5976,"date":"2023-10-02T06:43:46","date_gmt":"2023-10-02T06:43:46","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5976"},"modified":"2023-10-02T10:09:16","modified_gmt":"2023-10-02T10:09:16","slug":"yapay-genel-zeka-ygz-mumkun-mu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-genel-zeka-ygz-mumkun-mu\/","title":{"rendered":"Yapay Genel Zeka (YGZ) M\u00fcmk\u00fcn M\u00fc?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5976\" class=\"elementor elementor-5976\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-94048df elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"94048df\" 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 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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-80f238f\" data-id=\"80f238f\" 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-b71eec1 elementor-widget elementor-widget-heading\" data-id=\"b71eec1\" 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 Genel Zeka (YGZ) M\u00fcmk\u00fcn M\u00fc?<\/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-b603acb elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b603acb\" 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-bd8716a\" data-id=\"bd8716a\" 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-9874d92 elementor-widget elementor-widget-text-editor\" data-id=\"9874d92\" 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\">Yapay genel zeka (YGZ), bu alandaki bir\u00e7ok ara\u015ft\u0131rman\u0131n nihai hedefidir, ancak bu m\u00fcmk\u00fcn m\u00fc? Uzmanlar bunun ba\u015fka bir soruya ba\u011fl\u0131 oldu\u011funu s\u00f6yl\u00fcyor: \u0130nsan beyni bir bilgisayar m\u0131d\u0131r?<\/div><div>\u00a0<\/div><\/div><div><p>Yak\u0131n zamanda Herbert Dreyfus&#8217;un (g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re <a href=\"https:\/\/news.berkeley.edu\/2017\/04\/24\/hubert-dreyfus\/\" target=\"_blank\" rel=\"noopener\"><em>Futurama&#8217;da\u00a0<\/em><\/a><a href=\"https:\/\/news.berkeley.edu\/2017\/04\/24\/hubert-dreyfus\/\" target=\"_blank\" rel=\"noopener\">Profes\u00f6r Hubert Farnsworth ismine ilham veren ki\u015fi<\/a>\u00a0)\u00a0<a href=\"https:\/\/mitpress.mit.edu\/9780262540674\/what-computers-still-cant-do\/\" target=\"_blank\" rel=\"noopener\"><em>Bilgisayarlar\u0131n Hala Yapamad\u0131\u011f\u0131 \u015eeyler<\/em><\/a> kitab\u0131n\u0131 okumay\u0131 bitirdim; bu kitap bana ilk kez yapay genel zekan\u0131n (YGZ) dijital bilgisayarlarda uygulanabilirli\u011fi konusunda ciddi felsefi \u015f\u00fcpheler ya\u015fatt\u0131. . YGZ&#8217;nin neden imkans\u0131z oldu\u011funa dair g\u00fcne\u015f alt\u0131ndaki her tart\u0131\u015fmay\u0131 duymu\u015f gibiyim ve daha \u00f6nce tek bir tanesini dahi ikna edici bulmam\u0131\u015ft\u0131m.\u00a0\u00c7o\u011fu pek tutarl\u0131 bile de\u011fil!\u00a0Yani bu benim i\u00e7in bir ilkti.\u00a0(Ayr\u0131ca bu kitaba \u015fimdiye kadarki en haval\u0131 altyaz\u0131ya sahip oldu\u011fu i\u00e7in de te\u015fekk\u00fcr etmeliyim:\u00a0<em>Yapay Akl\u0131n Ele\u015ftirisi<\/em>.)<\/p><p>Kitab\u0131n ilk b\u00f6l\u00fcm\u00fcnde, yapay zekan\u0131n 1950&#8217;lerden 1970&#8217;lere kadar olan tarih\u00e7esi anlat\u0131lmaktad\u0131r. \u00d6zellikle yapay zekan\u0131n ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n bu d\u00f6nemdeki ser\u00fcvenine odaklan\u0131lmaktad\u0131r. Dreyfus, yapay zekan\u0131n tarihini, ba\u015flang\u0131\u00e7ta bir dizi ba\u015far\u0131yla ba\u015flayan ancak ard\u0131ndan \u00f6l\u00e7eklendirme a\u00e7\u0131s\u0131ndan ya\u015fanan ba\u015far\u0131s\u0131zl\u0131klar\u0131n bir hikayesi olarak sunmaktad\u0131r. Onun ele\u015ftirisi, genellikle &#8220;Eski Moda G\u00fczel Yapay Zeka&#8221; veya &#8220;GOFAI&#8221; olarak bilinen yakla\u015f\u0131ma y\u00f6neltilmektedir.<\/p><\/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-67ec8c8 elementor-widget elementor-widget-image\" data-id=\"67ec8c8\" 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=\"441\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Genel-Zeka-AGI-Mumkun-Mu.jpg\" class=\"attachment-large size-large wp-image-5978\" alt=\"Yapay Genel Zeka (YGZ) M\u00fcmk\u00fcn M\u00fc?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Genel-Zeka-AGI-Mumkun-Mu.jpg 1000w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Genel-Zeka-AGI-Mumkun-Mu-300x157.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Genel-Zeka-AGI-Mumkun-Mu-768x402.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Yapay-Genel-Zeka-AGI-Mumkun-Mu-18x9.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 Genel Zeka (YGZ) M\u00fcmk\u00fcn M\u00fc?<\/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-4f99116 elementor-widget elementor-widget-heading\" data-id=\"4f99116\" 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\">GOFA\u0130 Nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a8ff26 elementor-widget elementor-widget-text-editor\" data-id=\"1a8ff26\" 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=\"group 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-15\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>GOFAI esas olarak bir dizi bilinen ger\u00e7ekleri ve kal\u0131pla\u015fm\u0131\u015f kurallar\u0131 kullanan mant\u0131k tabanl\u0131 sistemlerden olu\u015fuyordu.\u00a0Paradigmatik \u00f6rnek\u00a0, Douglas Lenat taraf\u0131ndan geli\u015ftirilen ve &#8220;Bill Clinton eski bir ABD Ba\u015fkan\u0131d\u0131r&#8221; gibi milyonlarca ayr\u0131k ger\u00e7ekten olu\u015fan geni\u015f bir veri taban\u0131na sa\u011fduyulu bilgiyi manuel olarak kodlayarak YGZ&#8217;ye ula\u015fma giri\u015fimi olan Cyc&#8217;dir (ve hala da \u00f6yledir)\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Cyc\" target=\"_blank\" rel=\"noopener\">.<\/a>\u00a0&#8220;B\u00fct\u00fcn a\u011fa\u00e7lar bitkidir&#8221; ve &#8220;Paris, Fransa&#8217;n\u0131n ba\u015fkentidir&#8221; (evet, ger\u00e7ekten).\u00a0Bunun da \u00f6tesinde,\u00a0yeni ger\u00e7ekleri elde etmek ve sorular\u0131 yan\u0131tlamak i\u00e7in bir dizi kural olan bir\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Inference_engine\" target=\"_blank\" rel=\"noopener\">\u00e7\u0131kar\u0131m motoruna sahiptir.<\/a><\/p><p>Dreyfus&#8217;un arg\u00fcmanlar\u0131 aras\u0131nda en sevdi\u011fim, asl\u0131nda \u00f6zellikle Cyc&#8217;e y\u00f6nelik bir ele\u015ftiridir:<\/p><blockquote><p>\u201c\u00a0<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> ara\u015ft\u0131rmac\u0131lar\u0131, bir sistemin belirli bir durum hakk\u0131nda ne kadar \u00e7ok \u015fey bilirse, ilgili bilgiyi almas\u0131n\u0131n da o kadar uzun s\u00fcrece\u011fini ve bunun \u00f6l\u00e7ek b\u00fcy\u00fctme s\u00f6z konusu oldu\u011funda genel bir sorun te\u015fkil etti\u011fini uzun zamand\u0131r biliyor.\u00a0Tersine, bir insan bir durum veya birey hakk\u0131nda ne kadar \u00e7ok \u015fey bilirse, ilgili di\u011fer bilgilere ula\u015fmak da o kadar kolay olur.\u00a0Bu, insano\u011flunun, temsilci filozoflar\u0131n ve Lenat&#8217;\u0131n varsayd\u0131\u011f\u0131 sembolik formlardan olduk\u00e7a farkl\u0131 depolama ve eri\u015fim bi\u00e7imleri kulland\u0131\u011f\u0131n\u0131 g\u00f6steriyor.\u00a0\u201d<\/p><\/blockquote><p>Yani bu t\u00fcr veritabanlar\u0131nda bilgi artt\u0131k\u00e7a arama yapmak zorla\u015f\u0131yor, halbuki insanlar \u00f6\u011frendik\u00e7e sezgileri geli\u015fiyor ve ak\u0131l y\u00fcr\u00fctmeleri daha h\u0131zl\u0131 oluyor.\u00a0Bu, GOFAI ile ger\u00e7ek zeka aras\u0131ndaki temel kopuklu\u011fu temsil ediyor gibi g\u00f6r\u00fcn\u00fcyor.\u00a0Dreyfus ayr\u0131ca Lenat&#8217;\u0131n \u00f6nerdi\u011fi \u00e7\u00f6z\u00fcmden de al\u0131nt\u0131 yap\u0131yor:<\/p><blockquote><p>\u201cHerhangi bir arama program\u0131n\u0131n do\u011fal e\u011filimi, ek iddialar eklendik\u00e7e ve dolay\u0131s\u0131yla arama alan\u0131 b\u00fcy\u00fcd\u00fck\u00e7e (genellikle kombinatoryal olarak patlay\u0131c\u0131 bir \u015fekilde) yava\u015flamakt\u0131r. . . . B\u00fcy\u00fcyen bir program\u0131n etkili zekas\u0131n\u0131 koruman\u0131n anahtar\u0131, meta-bilginin ak\u0131ll\u0131ca eklenmesinde yatmaktad\u0131r.\u201d<\/p><\/blockquote><p>Bu nedenle, \u00e7ok fazla ger\u00e7ek aras\u0131nda bo\u011fulma sorununu \u00e7\u00f6zmek i\u00e7in, veritaban\u0131na daha fazla ger\u00e7ek eklemeyi \u00f6neriyor.\u00a0Cyc&#8217;in yak\u0131n zamanda (veya bu konuda herhangi bir zamanda) genel hale gelmesi konusunda nefesimi tutmad\u0131\u011f\u0131m\u0131 s\u00f6ylemek yeterli.\u00a0Dreyfus&#8217;un GOFAI&#8217;ye y\u00f6nelik ele\u015ftirisi esasen yerindeydi, \u00e7\u00fcnk\u00fc bu y\u00f6ntemler ger\u00e7ekten \u00f6l\u00e7eklenemedi ve ara\u015ft\u0131rmac\u0131lar modern\u00a0<a href=\"https:\/\/aix.web.tr\/2023te-7-derin-ogrenme-araci\/\">derin \u00f6\u011frenme<\/a>\u00a0\u00e7a\u011f\u0131nda bunlar\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde terk etti.<\/p><\/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-ee0a157 elementor-widget elementor-widget-image\" data-id=\"ee0a157\" 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=\"411\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir.webp\" class=\"attachment-large size-large wp-image-5499\" alt=\"Yapay zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-300x146.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-768x374.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ogrenmeye-nereden-baslanir-18x9.webp 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 zeka \u00f6\u011frenmeye nereden ba\u015flan\u0131r?<\/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-edf8223 elementor-widget elementor-widget-heading\" data-id=\"edf8223\" 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 Genel Zeka (YGZ) Nedir? \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6446f0c elementor-widget elementor-widget-text-editor\" data-id=\"6446f0c\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group 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-7\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Kitab\u0131n ikinci yar\u0131s\u0131 YGZ&#8217;nin felsefi temellerine ge\u00e7iyor.\u00a0E\u011flencenin as\u0131l ba\u015flad\u0131\u011f\u0131 yer buras\u0131d\u0131r.\u00a0Bana g\u00f6re burada \u00e7ok fazla sa\u00e7mal\u0131k var.\u00a0Dreyfus, ger\u00e7ek zekan\u0131n nas\u0131l &#8220;bedenlenmesi&#8221; gerekti\u011fi konusunda uzun uzad\u0131ya devam ediyor.\u00a0\u00dc\u00e7 boyutlu uzaydaki bir bedene gelen duyusal girdilerin, bir yapay zekan\u0131n kullanabilece\u011fi di\u011fer veri ak\u0131\u015flar\u0131yla kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda nas\u0131l ayr\u0131cal\u0131kl\u0131 bir girdi-\u00e7\u0131kt\u0131 kanallar\u0131 dizisi olu\u015fturdu\u011fundan tam olarak emin de\u011filim.\u00a0Ancak Dreyfus, bir robot g\u00f6vdesi i\u00e7indeki bir yapay zekan\u0131n bile ger\u00e7ek anlamda &#8220;bedenlenme&#8221; konusunda ba\u015far\u0131s\u0131z olaca\u011f\u0131n\u0131 s\u00f6yledi\u011fi i\u00e7in bu konu d\u0131\u015f\u0131 olabilir\u00a0.\u00a0Bu kelimeyle ne kastetti\u011finden ger\u00e7ekten emin de\u011filim ve bunun o kadar da tutarl\u0131 bir \u015fey oldu\u011funa da inanm\u0131yorum.<\/p><p>Ayr\u0131ca s\u00fcrekli olarak insanlar\u0131n her zaman bir &#8220;durum i\u00e7inde&#8221; oldu\u011fu, oysa yapay zekalar\u0131n \u00f6yle olmad\u0131\u011f\u0131 ve belki de hi\u00e7bir zaman olamayaca\u011f\u0131 konusunda \u0131srar ediyor.\u00a0Kendisi bu noktan\u0131n merkezi bir \u00f6neme sahip oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyor ancak ne yaz\u0131k ki bununla ne kastetti\u011fini yine tam olarak belirleyemiyorum.\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/Penrose%E2%80%93Lucas_argument\" target=\"_blank\" rel=\"noopener\">Neyse ki, G\u00f6del temelli<\/a>\u00a0herhangi bir arg\u00fcman kullanm\u0131yor\u00a0ve\u00a0asl\u0131nda bunlar\u0131 a\u00e7\u0131k\u00e7a reddediyor, bunun i\u00e7in ona sonsuz minnettar\u0131m.<\/p><div class=\"snippet-box snippet-box-html\"><div><h3 class=\"title\"><strong>G\u00d6DEL VE YGZ<\/strong><\/h3><div class=\"description\"><p>Matematik\u00e7i Kurt G\u00f6del, kabaca, yeterince ifade edici herhangi bir resmi matematik sistemi i\u00e7in, sistem i\u00e7inde o sistemde kan\u0131tlanamayacak do\u011frular\u0131n bulunaca\u011f\u0131n\u0131 g\u00f6sterdi.\u00a0Ancak arg\u00fcmana g\u00f6re insanlar bu ger\u00e7ekleri kavrayabiliyor, dolay\u0131s\u0131yla beyin sadece hesaplamadan daha fazlas\u0131n\u0131 yap\u0131yor olmal\u0131.<\/p><\/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-697c7fc elementor-widget elementor-widget-image\" data-id=\"697c7fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"563\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-En-Iyi-6-Yapay-Zeka-Trendi.png\" class=\"attachment-large size-large wp-image-5186\" alt=\"2023&#039;te En \u0130yi 6 Yapay Zeka Trendi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-En-Iyi-6-Yapay-Zeka-Trendi.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-En-Iyi-6-Yapay-Zeka-Trendi-300x200.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-En-Iyi-6-Yapay-Zeka-Trendi-768x513.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-En-Iyi-6-Yapay-Zeka-Trendi-18x12.png 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\">2023'te En \u0130yi 6 Yapay Zeka Trendi<\/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-d2e84bb elementor-widget elementor-widget-heading\" data-id=\"d2e84bb\" 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\">YGZ'ya Kar\u015f\u0131 Arg\u00fcman\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33e62b1 elementor-widget elementor-widget-text-editor\" data-id=\"33e62b1\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group 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-7\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Ancak, beni \u00f6zellikle \u015fa\u015f\u0131rtan bir tart\u0131\u015fma vard\u0131, \u00f6zellikle de kafa kar\u0131\u015ft\u0131r\u0131c\u0131 olan bir konu hakk\u0131ndayd\u0131. Asl\u0131nda, \u00e7ok merkezi bir arg\u00fcman dahi say\u0131lamazd\u0131. Ana metin ile dipnot aras\u0131ndaki daha b\u00fcy\u00fck bir b\u00f6l\u00fcmde yaln\u0131zca bir nokta vard\u0131. Ancak bu nokta, akl\u0131m\u0131 \u00e7eldi ve YGZ&#8217;nin uygulanabilirli\u011fi konusunda beni d\u00fc\u015f\u00fcnd\u00fcrd\u00fc. \u0130\u015fte bu arg\u00fcman\u0131n \u00f6zeti: Ya da en az\u0131ndan Dreyfus&#8217;un eserini okuduktan sonra kafamda olu\u015fan versiyonu.<\/p><p>Gezegenler, y\u0131ld\u0131zlar\u0131n y\u00f6r\u00fcngesinde belirli diferansiyel denklemlere g\u00f6re d\u00f6nerler, ancak bunu hesaplamak i\u00e7in bu denklemleri dahili olarak i\u015flemelerine gerek yoktur. Sabun kabarc\u0131klar\u0131, minimum y\u00fczey alan\u0131n\u0131 (s\u0131n\u0131rlar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurarak) otomatik olarak al\u0131r, i\u00e7sel hesaplamalar yapmadan. Peki, beyin bu a\u00e7\u0131dan nas\u0131l farkl\u0131d\u0131r?<\/p><p>Beyin ak\u0131ll\u0131 davran\u0131\u015flar \u00fcretebilir, ama asl\u0131nda herhangi bir \u015feyi i\u00e7sel olarak hesaplad\u0131\u011f\u0131n\u0131 nas\u0131l bilebiliriz? Belki de do\u011fas\u0131 gere\u011fi, t\u0131pk\u0131 bir baloncuk gibi belirli bir \u015fekli otomatik olarak al\u0131r, matematiksel zeka modellerimize uygun bir \u015fekilde hareket eder. Asl\u0131nda, bir balonun (g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re) otomatik olarak ve zahmetsizce yapabildiklerini yeniden \u00fcretmek i\u00e7in \u00e7ok fazla bilgi i\u015flem g\u00fcc\u00fc harcayabiliriz.<\/p><p>Peki, bunun ne \u00f6nemi var? Sonu\u00e7ta, beyin bir fiziksel sistemdir ve b\u00f6yle bir sistem sonu\u00e7ta bir Turing makinesi taraf\u0131ndan sim\u00fcle edilebilir, de\u011fil mi? Evet, ama bu bize beyin fizi\u011fini sim\u00fcle edebilece\u011fimiz ger\u00e7e\u011fi d\u0131\u015f\u0131nda pek bir \u015fey s\u00f6ylemiyor. Bu, yeterince ayr\u0131nt\u0131l\u0131 bir \u015fekilde yap\u0131l\u0131rsa ak\u0131ll\u0131 davran\u0131\u015flara yol a\u00e7abilir, ancak bu atom seviyesine inersek, ger\u00e7ek d\u00fcnyada uygulanmas\u0131 imkans\u0131z hale gelir. Beyinde trilyonlarca h\u00fccre ve her bir h\u00fccrede trilyonlarca atom bulunur; bu nedenle ger\u00e7ek\u00e7i bir hesaplama g\u00fcc\u00fc, trilyonlarca trilyon atomdan olu\u015fan bir sistemi sim\u00fcle etmemizi gerektirir.<\/p><p>Yapay zeka ile amac\u0131m\u0131z bu de\u011fil. Zekay\u0131 atom seviyesinden daha y\u00fcksek bir d\u00fczeyde modellemek istiyoruz, bu y\u00fczden ak\u0131ll\u0131 davran\u0131\u015f\u0131n matematiksel modellerini olu\u015fturuyoruz ve makinelerimizin bunlar\u0131 hesaplamas\u0131n\u0131 sa\u011flamaya \u00e7al\u0131\u015f\u0131yoruz. GOFAI&#8217;de (\u0130yi Tan\u0131mlanm\u0131\u015f Genel Ak\u0131ll\u0131 \u0130\u015flem) bu s\u00fcre\u00e7 a\u00e7\u0131k\u00e7a uyguland\u0131, ancak derin \u00f6\u011frenme gibi yakla\u015f\u0131mlarda bile makinelerimizi istedi\u011fimiz davran\u0131\u015f\u0131 \u00fcretecek \u015fekilde e\u011fitiyoruz ve a\u00e7\u0131k\u00e7a hesaplayacak \u015fekilde tasarl\u0131yoruz.<\/p><p>Ancak beyin, g\u00f6revini yerine getirmek i\u00e7in herhangi bir hesaplama yapm\u0131yorsa, hesaplama zekas\u0131n\u0131n ne kadar zor olabilece\u011fi hakk\u0131nda hi\u00e7bir fikrimiz yok! Beynin ak\u0131ll\u0131 davran\u0131\u015flar \u00fcretmesi, bir bilgisayar\u0131n bunu hesaplama a\u00e7\u0131s\u0131ndan m\u00fcmk\u00fcn oldu\u011funu kan\u0131tlamaz. \u00d6rne\u011fin, n-cisim problemine kesin \u00e7\u00f6z\u00fcmler bulmam\u0131z neredeyse imkans\u0131z, ancak fizik bu sorunu \u00e7\u00f6zmekte zorluk \u00e7ekmiyor gibi g\u00f6r\u00fcn\u00fcyor.<\/p><div class=\"snippet-box snippet-box-html\"><div><blockquote><h3 class=\"title\">N-BEDEN PROBLEM\u0130 NED\u0130R?<\/h3><\/blockquote><div class=\"description\"><blockquote><p>N tane yer\u00e7ekimsel cisim g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, n-cisim problemi, hepsi etkile\u015fim halindeyken her bir cismin yolunu tahmin etme problemidir.<\/p><\/blockquote><\/div><\/div><\/div><p>Do\u011fa, asl\u0131nda bilgi i\u015flem g\u00fcc\u00fcn\u00fc harcamadan, karma\u015f\u0131k matematiksel modellere uygun olarak hareket edebiliyor gibi g\u00f6r\u00fcn\u00fcyor.\u00a0Dolay\u0131s\u0131yla, beynin a\u00e7\u0131k\u00e7a hesaplamak zorunda kalmadan ak\u0131ll\u0131 davran\u0131\u015flar \u00fcretmesi kavramsal olarak m\u00fcmk\u00fcn g\u00f6r\u00fcn\u00fcyor ve ak\u0131ll\u0131 davran\u0131\u015flar\u0131 a\u00e7\u0131k\u00e7a hesaplayacak makineler in\u015fa etmenin YGZ&#8217;ye ula\u015fmas\u0131 m\u00fcmk\u00fcn olmayabilir.<\/p><p>Bu modele g\u00f6re, evrim muhtemelen do\u011fal olarak ak\u0131ll\u0131 davran\u0131\u015flar \u00fcreten belirli fiziksel yap\u0131lar\u0131 se\u00e7mi\u015ftir.\u00a0Elbette bu yap\u0131y\u0131, bir g\u00fcn do\u011falar\u0131 gere\u011fi daha y\u00fcksek zeka standartlar\u0131na uygun hareket eden yeni fiziksel eserler in\u015fa etmeye yetecek kadar iyi anlayabiliriz.\u00a0Ancak bu kula\u011fa \u00e7ok daha zor geliyor ve \u015fu anda yapt\u0131\u011f\u0131m\u0131z \u015feye benzemiyor.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87471cc elementor-widget elementor-widget-image\" data-id=\"87471cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"562\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi-1024x683.jpeg\" class=\"attachment-large size-large wp-image-5264\" alt=\"Yapay Zeka Alt Dallar\u0131 - Teknolojinin Derinlemesine \u0130ncelenmesi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi-1024x683.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi-300x200.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi-768x512.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi-18x12.jpeg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/Yapay-Zeka-Alt-Dallari-Teknolojinin-Derinlemesine-Incelenmesi.jpeg 1080w\" 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 Zeka Alt Dallar\u0131 - Teknolojinin Derinlemesine \u0130ncelenmesi<\/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-30e56b0 elementor-widget elementor-widget-heading\" data-id=\"30e56b0\" 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\">YGZ Hipotezi\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bc5cd7 elementor-widget elementor-widget-text-editor\" data-id=\"0bc5cd7\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group 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-7\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group 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 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group 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 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Sonu\u00e7 olarak, Dreyfus&#8217;un arg\u00fcman\u0131, zekan\u0131n hesaplanabilir olamayaca\u011f\u0131 yarg\u0131s\u0131n\u0131 ta\u015f\u0131mad\u0131\u011f\u0131na dikkat \u00e7ekmek \u00f6nemlidir. Tam tersine, amac\u0131 sadece yapay zeka ara\u015ft\u0131rmac\u0131lar\u0131n\u0131n bu iddiay\u0131 k\u00f6r\u00fc k\u00f6r\u00fcne kabul etmelerini istemek de\u011fildir. Amac\u0131, hangi zorluklarla kar\u015f\u0131la\u015f\u0131rlarsa kar\u015f\u0131la\u015fs\u0131nlar, umutsuzlu\u011fa kap\u0131lmadan yoluna devam etmelerini sa\u011flamakt\u0131r. Bu t\u00fcr zorluklar sadece yeni yakla\u015f\u0131mlar\u0131n gereklili\u011fi sonucuna varmalar\u0131na yol a\u00e7ar, temel projenin hatal\u0131 oldu\u011fu sonucuna varmalar\u0131na asla izin vermez.<\/p><p>Kendi epistemik durumumu anlatmam gerekirse, GOFAI&#8217;nin ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131 her zaman yapay zekan\u0131n imkans\u0131z oldu\u011fu, sadece farkl\u0131 y\u00f6ntemlere ihtiya\u00e7 duyuldu\u011fu bir kan\u0131t olarak g\u00f6rmemi\u015fimdir. Her zaman, beynin fiziksel bir sistem oldu\u011funu ve bu nedenle sonunda sim\u00fcle edilebilir olmas\u0131 gerekti\u011fine dair bir inanca sahip olmu\u015fumdur, \u00f6rne\u011fin Church-Turing Tezi gibi. Ancak Dreyfus, yukar\u0131da \u00f6zetlenen nedenlerden dolay\u0131 bu arg\u00fcman\u0131n ger\u00e7ekte g\u00f6stermesi gereken \u015feyi g\u00f6stermedi\u011fini d\u00fc\u015f\u00fcnmektedir.<\/p><p>Bu nedenle, Dreyfus, zekan\u0131n hesaplanabilir oldu\u011fu iddias\u0131n\u0131n nihayetinde ampirik bir dayana\u011fa ihtiya\u00e7 duydu\u011funu savunmaktad\u0131r. Zekan\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 g\u00f6zlemlemeli ve hesaplama modellerimizle uyumlu olup olmad\u0131\u011f\u0131n\u0131 incelemeliyiz. E\u011fer b\u00f6yle de\u011filse, o zaman bu hipotezi reddetmeli, \u00f6nceden varsaymamal\u0131y\u0131z. Bu d\u00f6nemde yapay zeka, yapay zeka k\u0131\u015flar\u0131 olarak adland\u0131r\u0131lan bir dizi ba\u015far\u0131s\u0131zl\u0131kla kar\u015f\u0131la\u015fm\u0131\u015ft\u0131 ve Dreyfus bunu hipoteze kar\u015f\u0131 bir kan\u0131t olarak kabul etmi\u015f ve yapay zekan\u0131n kavray\u0131\u015f\u0131m\u0131z\u0131n \u00f6tesinde olabilece\u011fi sonucuna varm\u0131\u015ft\u0131. Ancak modern derin \u00f6\u011frenme ba\u015far\u0131s\u0131yla birlikte, belki de bu hipoteze tekrar olumlu bir bak\u0131\u015f a\u00e7\u0131s\u0131yla yakla\u015fma zaman\u0131 gelmi\u015ftir.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/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-a281dd3 elementor-widget elementor-widget-image\" data-id=\"a281dd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"561\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari-1024x682.png\" class=\"attachment-large size-large wp-image-5176\" alt=\"2023&#039;\u00fcn En \u0130yi Yapay Zeka Yaz\u0131l\u0131mlar\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari-1024x682.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari-300x200.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari-768x512.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari-18x12.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023un-En-Iyi-Yapay-Zeka-Yazilimlari.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\">2023'\u00fcn En \u0130yi Yapay Zeka Yaz\u0131l\u0131mlar\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-e33d489 elementor-widget elementor-widget-heading\" data-id=\"e33d489\" 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\">YGZ M\u00fcmk\u00fcn M\u00fc?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eefa69 elementor-widget elementor-widget-text-editor\" data-id=\"0eefa69\" 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=\"snippet-box snippet-box-text\"><div class=\"description\"><div class=\"group 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-7\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group 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 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"group 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 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Bu arg\u00fcman, benim i\u00e7in olduk\u00e7a ilgi \u00e7ekiciydi. \u00c7\u00fcnk\u00fc bu, YGZ&#8217;nin dijital bir bilgisayar\u0131n ba\u015faramayaca\u011f\u0131 bir d\u00fcnya g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc sunan ilk tutarl\u0131 g\u00f6r\u00fcnt\u00fcyd\u00fc. Do\u011frusunu s\u00f6ylemek gerekirse, beni biraz sars\u0131ld\u0131. Daha \u00f6nce b\u00f6yle bir \u015f\u00fcpheye d\u00fc\u015fmemi\u015ftim.<\/p><p>Ancak d\u00fcr\u00fcst olmak gerekirse, felsefi d\u00fc\u015f\u00fcnceyi a\u00e7\u0131k\u00e7a bir kenara koydum. Baloncuklar\u0131n nas\u0131l i\u015fledi\u011fini bile anlayamad\u0131m! Bir \u015feyin &#8220;do\u011fas\u0131 gere\u011fi&#8221; bir matematiksel modele nas\u0131l &#8220;uygun hareket etmesi&#8221; gerekti\u011fi ne anlama gelir? Gezegenler ve sabun k\u00f6p\u00fckleri davran\u0131\u015flar\u0131n\u0131 nas\u0131l &#8220;bedavaya&#8221; ger\u00e7ekle\u015ftirirler? Ger\u00e7ekten \u00f6yle mi? &#8220;Hesaplama&#8221; terimiyle neyi kastetmek istiyorum?<\/p><p>Bu iddiay\u0131 ilk kez Twitter&#8217;da ortaya att\u0131\u011f\u0131mda, bir\u00e7ok geri bildirim ald\u0131m. Herkesin ba\u011flant\u0131lar\u0131n\u0131 inceledikten ve s\u00f6ylediklerini d\u00fc\u015f\u00fcnd\u00fckten sonra, bu arg\u00fcman\u0131n hi\u00e7bir \u015fekilde ge\u00e7erli olmad\u0131\u011f\u0131 sonucuna vard\u0131m. Sonu\u00e7 olarak, bunun asl\u0131nda tutarl\u0131 bir d\u00fcnya g\u00f6r\u00fc\u015f\u00fcn\u00fc yans\u0131tt\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcnm\u00fcyorum. Bu, hesaplaman\u0131n ger\u00e7ekte ne oldu\u011funu anlamaya y\u00f6nelik bir ad\u0131m atmam gerekti\u011fini anlamama neden oldu ve bunu bir sonraki yaz\u0131mda tart\u0131\u015faca\u011f\u0131m.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/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\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-a3a2191 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a3a2191\" 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-90175a2\" data-id=\"90175a2\" 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-8199ab6 elementor-widget elementor-widget-image\" data-id=\"8199ab6\" 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-8cbcdd3 elementor-widget elementor-widget-heading\" data-id=\"8cbcdd3\" 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-c58f459 elementor-widget elementor-widget-heading\" data-id=\"c58f459\" 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-952545b elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"952545b\" 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-61895a6\" data-id=\"61895a6\" 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-df85a05 elementor-widget elementor-widget-heading\" data-id=\"df85a05\" 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-71ef679 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"71ef679\" 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=\"5976\">\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 Genel Zeka (YGZ) M\u00fcmk\u00fcn M\u00fc? Yapay genel zeka (YGZ), bu alandaki bir\u00e7ok ara\u015ft\u0131rman\u0131n nihai hedefidir, ancak bu m\u00fcmk\u00fcn m\u00fc? Uzmanlar bunun ba\u015fka bir soruya&hellip;<\/p>","protected":false},"author":1,"featured_media":5978,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[119,17],"class_list":["post-5976","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-genel-zeka","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5976","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=5976"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5976\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5978"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5976"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5976"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5976"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}