{"id":5606,"date":"2023-09-13T07:49:16","date_gmt":"2023-09-13T07:49:16","guid":{"rendered":"https:\/\/aix.web.tr\/?p=5606"},"modified":"2023-10-02T10:12:38","modified_gmt":"2023-10-02T10:12:38","slug":"yapay-zeka-ile-calismak-ne-anlama-geliyor","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-ile-calismak-ne-anlama-geliyor\/","title":{"rendered":"Yapay zeka ile \u00e7al\u0131\u015fmak ne anlama geliyor?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5606\" class=\"elementor elementor-5606\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-827329c elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"827329c\" data-element_type=\"section\" data-e-type=\"section\" 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data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-52d9c33\" data-id=\"52d9c33\" 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-e42c87d elementor-widget elementor-widget-heading\" data-id=\"e42c87d\" 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 ile \u00e7al\u0131\u015fmak ne anlama geliyor?\n<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-18fb2dd elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"18fb2dd\" 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-e32ca32\" data-id=\"e32ca32\" 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-cbffea6 elementor-widget elementor-widget-text-editor\" data-id=\"cbffea6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><div class=\"subtitle\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> g\u00fcndelik sorunlar\u0131n \u00e7\u00f6z\u00fcm\u00fcnde kullan\u0131\u015fl\u0131 hale geldik\u00e7e, ara\u015ft\u0131rmalar\u0131n ayr\u0131cal\u0131kl\u0131 alan\u0131ndan \u00e7\u0131k\u0131p uygulamal\u0131 bir teknoloji haline geldi.\u00a0Peki bunu kim iddia edebilir?<\/div><\/div><\/div><\/div><\/div><div><p>Yapay zeka (YZ) bug\u00fcnlerde herkesin a\u011fz\u0131nda gibi g\u00f6r\u00fcn\u00fcyor ama hepimiz ayn\u0131 \u015feyden mi bahsediyoruz? Yak\u0131n tarihli bir Web Zirvesi a\u00e7\u0131l\u0131\u015f konu\u015fmas\u0131nda, YZ tart\u0131\u015fmas\u0131n\u0131n merkez \u00fcss\u00fcn\u00fcn ve &#8220;YZ&#8221; teriminin kendisi ile kastedilenin, bu y\u00fczy\u0131lda baz\u0131 tektonik de\u011fi\u015fimlere u\u011frad\u0131 ve her 10 y\u0131lda bir de\u011fi\u015fti.<\/p><p class=\"title\"><strong>ON YILA KADAR YAPAY ZEKA \u00c7ALI\u015eMASINI K\u0130M S\u00dcRD\u00dcR\u00dcYOR?<\/strong><\/p><div class=\"description\"><ul><li>2003\u20132013: Yapay Zeka ara\u015ft\u0131rmac\u0131lar\u0131<\/li><li>2013\u20132023: Yapay zeka geli\u015ftiricileri<\/li><li>2023\u20132033: Yapay Zeka kullan\u0131c\u0131lar\u0131<\/li><\/ul><p>Her grup, kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131n\u0131n m\u00fckemmel tarifi olan YZ hakk\u0131nda konu\u015furken biraz farkl\u0131 bir \u015feyden bahsediyor. Bu nedenle, yanl\u0131\u015f sonu\u00e7lara varmamak i\u00e7in meslekta\u015flar\u0131n\u0131z\u0131n, politika yap\u0131c\u0131lar\u0131n\u0131z\u0131n ve yurtta\u015flar\u0131n\u0131z\u0131n hangi yapay zekadan bahsetti\u011fini kendinize sormaya de\u011fer. Bilginizi ald\u0131\u011f\u0131n\u0131z ki\u015finin deneyimini ve bak\u0131\u015f a\u00e7\u0131s\u0131n\u0131 ak\u0131lda tutmakta fayda var. Bu \u00fc\u00e7 grubun her birinin YZ konusunda farkl\u0131 bak\u0131\u015f a\u00e7\u0131lar\u0131 ve \u00f6ncelikleri var.<\/p><\/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-0838de4 elementor-widget elementor-widget-image\" data-id=\"0838de4\" 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=\"443\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor-1024x538.webp\" class=\"attachment-large size-large wp-image-5612\" alt=\"Yapay zeka ile \u00e7al\u0131\u015fmak ne anlama geliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor-1024x538.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor-300x158.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor-768x403.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor-18x9.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/09\/Yapay-zeka-ile-calismak-ne-anlama-geliyor.webp 1200w\" 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 ile \u00e7al\u0131\u015fmak ne anlama geliyor?\n<\/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-ca53a41 elementor-widget elementor-widget-heading\" data-id=\"ca53a41\" 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\">Kimin Yapay Zekas\u0131?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d447082 elementor-widget elementor-widget-text-editor\" data-id=\"d447082\" 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>YZ bir zamanlar tamamen yapay zeka ara\u015ft\u0131rmac\u0131lar\u0131n\u0131n alan\u0131yd\u0131. Yirmi y\u0131l \u00f6nce YZ \u00fczerinde ciddi \u015fekilde \u00e7al\u0131\u015fan ki\u015filer, amac\u0131 bir bilgisayar\u0131n yeni veri giri\u015flerini i\u015flemesi i\u00e7in talimatlara d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilecek verilerden kal\u0131plar \u00e7\u0131karabilen genel ama\u00e7l\u0131 algoritmalar i\u00e7in planlar olu\u015fturmak olan teorisyenlerdi. Bu, insan programc\u0131lar taraf\u0131ndan yaz\u0131lan bilgisayar koduna \u00e7ok benzer; tek fark\u0131, bir programlama dilinde yaz\u0131lm\u0131\u015f a\u00e7\u0131k talimatlar yerine verilerdeki kal\u0131plardan gelmesidir.<\/p><p>Ara\u015ft\u0131rmac\u0131 alan\u0131n\u0131n s\u0131n\u0131r\u0131nda, yapay zekay\u0131 m\u00fcmk\u00fcn olan en u\u00e7 noktalarda anlatan bir grup bilim kurgu merakl\u0131s\u0131 bulacaks\u0131n\u0131z; bu, kurguda \u00f6vg\u00fcye de\u011fer ama ayn\u0131 zamanda pratik bir tart\u0131\u015fma yapmaya \u00e7al\u0131\u015fan herkes i\u00e7in olduk\u00e7a sinir bozucu.\u00a0Yapay zekayla t\u00fcm deneyimi baz\u0131 etkileyici iyi romanlar yoluyla elde edilen herkesin son derece yanl\u0131\u015f bilgilendirilmi\u015f beklentilere sahip olmas\u0131 ka\u00e7\u0131n\u0131lmazd\u0131r.\u00a0Evcil kayalar\u0131n \u00fczerinde g\u00f6zler boyal\u0131 oldu\u011fu i\u00e7in kayalar\u0131n duygular\u0131 olup olmad\u0131\u011f\u0131n\u0131 soran insanlarla jeoloji hakk\u0131nda ay\u0131k bir \u015fekilde sohbet etmeye \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z\u0131 hayal edin&#8230; ve art\u0131k yapay zekay\u0131 yaln\u0131zca robotlar hakk\u0131ndaki bilim kurgulardan bilen insanlarla tart\u0131\u015fman\u0131n nas\u0131l bir \u015fey oldu\u011funu biliyorsunuz. .<\/p><p><a href=\"https:\/\/bit.ly\/quaesita_scifi\" target=\"_blank\" rel=\"noopener\">G\u00fcn\u00fcm\u00fcz\u00fcn YZ sistemlerinden yararlanmak i\u00e7in halk\u0131n onlarca y\u0131ld\u0131r s\u00fcren dikkat da\u011f\u0131t\u0131c\u0131 bilim kurgu kinayelerini<\/a>\u00a0unutmas\u0131 gerekecek\u00a0.\u00a0ChatGPT&#8217;yi\u00a0yaratan \u015firket OpenAI&#8217;nin CEO&#8217;su Sam Altman\u00a0bunu \u00e7ok g\u00fczel ifade ediyor: &#8220;ChatGPT bir yarat\u0131k de\u011fil, bir ara\u00e7t\u0131r.\u00a0Kafan\u0131n kar\u0131\u015fmas\u0131 kolayd\u0131r.&#8221;<\/p><p>Y\u00fczy\u0131l\u0131n ba\u015f\u0131nda YZ alan\u0131nda \u00e7al\u0131\u015fmak ara\u015ft\u0131rmac\u0131 olman\u0131z anlam\u0131na geliyordu; bilim kurgu yazarl\u0131\u011f\u0131 d\u0131\u015f\u0131nda yap\u0131labilecek tek i\u015f buydu. Bununla yapabilece\u011finiz pratik hi\u00e7bir \u015fey yoktu, dolay\u0131s\u0131yla tamamen teorik problemleri \u00e7\u00f6zmekten ba\u015fka se\u00e7enek yoktu. On y\u0131l boyunca h\u0131zla ilerleyin ve bulut bili\u015fimin y\u00fckseli\u015fi , veri i\u015fleme donan\u0131m\u0131ndaki ilerlemeler ve doymak bilmez veri toplama (B\u00fcy\u00fck Veri&#8217;nin<em>\u00a0g\u00fcn\u00fcn\u00a0<\/em>moda s\u00f6zc\u00fc\u011f\u00fc oldu\u011fu zamanlar\u0131 hat\u0131rl\u0131yor musunuz?) sayesinde konu\u015fma pratik uygulamalara kayd\u0131.<\/p><p>Ancak bu, bireysel yaz\u0131l\u0131m geli\u015ftiriciler i\u00e7in pratik uygulamalar anlam\u0131na gelmez. Bu genellikle kurumsal \u00f6l\u00e7ekte b\u00fcy\u00fck bir ekip \u00e7al\u0131\u015fmas\u0131yd\u0131 \u00e7\u00fcnk\u00fc uygulamal\u0131 YZ , ucuza uygulanan YZ ile ayn\u0131 \u015fey olmayabilir.<\/p><p>YZ, teknoloji d\u00fcnyas\u0131nda sevilen bir konu haline geldi. Ben de dahil olmak \u00fczere bu i\u015fin tam ortas\u0131nda olanlar\u0131m\u0131z, yapay zekan\u0131n her yerde oldu\u011funu hissettiler&#8230; Ta ki yank\u0131 odam\u0131z\u0131n d\u0131\u015f\u0131na \u00e7\u0131k\u0131p k\u00fc\u00e7\u00fck devrimimizin ne kadar ni\u015f bir yer oldu\u011funu g\u00f6rene kadar. \u0130\u015f yapay zekas\u0131 \u00e7\u00f6z\u00fcmlerini uygulamak i\u00e7in istihdam edilen m\u00fchendisler, ara\u015ft\u0131rmac\u0131lar\u0131n sesini bast\u0131racak kadar \u00e7ok say\u0131da olmas\u0131na ra\u011fmen, genel kamuoyu a\u00e7\u0131s\u0131ndan, belirsiz bir teknoloji \u00fczerinde \u00e7al\u0131\u015fan nadir t\u00fcrlerdendi.<\/p><p>Daha sonra <a href=\"https:\/\/aix.web.tr\/uretken-yapay-zekalar-mevcut-ve-gelecekteki-egilimleri\/\">\u00fcretken yapay zeka<\/a>n\u0131n y\u00fckseli\u015fi, say\u0131lar\u0131 y\u00fcz milyonlar\u0131 bulan yeni bir YZ bilincine sahip kullan\u0131c\u0131 dalgas\u0131 yaratt\u0131 ve YZ hoparl\u00f6r\u00fcn\u00fc etkili bir \u015fekilde m\u00fchendislerden ve in\u015faat\u00e7\u0131lardan YZ bilincine sahip \u00fcr\u00fcn kullan\u0131c\u0131lar\u0131na do\u011fru \u00e7ekti. (Bunu okuyorsan\u0131z ve onlardan biri de\u011filseniz,\u00a0<a href=\"https:\/\/bard.google.com\/\" target=\"_blank\" rel=\"noopener\">Google Bard<\/a>\u00a0veya\u00a0<a href=\"https:\/\/chat.openai.com\/auth\/login\" target=\"_blank\" rel=\"noopener\">ChatGPT&#8217;yi<\/a>\u00a0deneyerek bunu de\u011fi\u015ftirmeniz be\u015f dakikadan az zaman\u0131n\u0131z\u0131 alacakt\u0131r .)<\/p><p>Bu \u00fc\u00e7 grup \u00fc\u00e7 mesle\u011fi mi temsil ediyor? Hepsinin YZ alan\u0131nda \u00e7al\u0131\u015ft\u0131klar\u0131n\u0131 iddia etme haklar\u0131 var m\u0131? Bu makalede ke\u015ffedece\u011fimiz \u015fey budur.<\/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-4fa3e0a elementor-widget elementor-widget-heading\" data-id=\"4fa3e0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Ara\u015ft\u0131rmas\u0131 ve Uygulamal\u0131 Yapay Zeka\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a79920 elementor-widget elementor-widget-text-editor\" data-id=\"9a79920\" 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>YZ ara\u015ft\u0131rmalar\u0131n\u0131n milenyumun ba\u015f\u0131nda zirveye ula\u015ft\u0131\u011f\u0131 ve aradan ge\u00e7en on y\u0131llarda azalm\u0131\u015f olabilece\u011fi izlenimine kap\u0131lmadan \u00f6nce tekrar d\u00fc\u015f\u00fcn\u00fcn. <a href=\"https:\/\/bit.ly\/quaesita_researchhire\" target=\"_blank\" rel=\"noopener\">Ara\u015ft\u0131rmac\u0131lar<\/a> art\u0131k ger\u00e7ek i\u015f sorunlar\u0131n\u0131 \u00e7\u00f6zmek i\u00e7in s\u0131n\u0131f\u0131n\u0131n en iyisi algoritmalar arayan uygulamal\u0131 YZ ekiplerinin beslenme \u00e7\u0131lg\u0131nl\u0131\u011f\u0131ndan daha da fazla fon al\u0131yor.\u00a0Bug\u00fcn, yirmi y\u0131l \u00f6ncesinin ara\u015ft\u0131rma kahramanlar\u0131 muazzam konferanslara ba\u015fkanl\u0131k ediyor.\u00a0Saf bir doz ar\u0131yorsan\u0131z\u00a0<a href=\"https:\/\/nips.cc\/\" target=\"_blank\" rel=\"noopener\">NeurIPS&#8217;in<\/a>\u00a037. y\u0131ll\u0131k b\u00f6l\u00fcm\u00fcne g\u00f6z at\u0131n .<\/p><p>YZ ara\u015ft\u0131rmalar\u0131n\u0131n yava\u015flad\u0131\u011f\u0131na dair bir i\u015faret olmasa da art\u0131k YZ sahnesindeki tek mesle\u011fi temsil etmiyor. Son on y\u0131lda, YZ ara\u015ft\u0131rmac\u0131lar\u0131n\u0131n sesleri, giderek g\u00fcr\u00fclt\u00fcl\u00fc hale gelen uygulamal\u0131 YZ geli\u015ftiricileri ekosistemiyle rekabet etmek zorunda kald\u0131. Bu insanlar\u0131, sergilenen teknolojinin orant\u0131s\u0131z bir \u015fekilde yapay zeka odakl\u0131 oldu\u011fu ve konferans posterlerinden en az birinde, belirli bir neden olmaks\u0131z\u0131n her zaman bir t\u00fcr krom kaplamal\u0131 insans\u0131 \u00f6zelli\u011fin yer ald\u0131\u011f\u0131 teknoloji konferanslar\u0131nda bulabilirsiniz. Bu sahnenin tad\u0131na bakmak i\u00e7in <a href=\"https:\/\/websummit.com\/\" target=\"_blank\" rel=\"noopener\">Web Summit&#8217;i veya\u00a0<\/a><a href=\"https:\/\/cloud.withgoogle.com\/next\" target=\"_blank\" rel=\"noopener\">Google Cloud Next<\/a>\u00a0gibi bir bulut sa\u011flay\u0131c\u0131 konferans\u0131n\u0131 deneyin\u00a0.<\/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-dfa9041 elementor-widget elementor-widget-heading\" data-id=\"dfa9041\" 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 zekada \u00e7al\u0131\u015f\u0131yorum'\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e46d8d4 elementor-widget elementor-widget-text-editor\" data-id=\"e46d8d4\" 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>Her iki grup da (YZ ara\u015ft\u0131rmac\u0131lar\u0131 ve uygulamal\u0131 YZ olu\u015fturucular\u0131) YZ terimini kendi kendilerine tan\u0131ml\u0131yorlar, ancak onu \u00e7ok farkl\u0131 anlamlarda kullan\u0131yorlar. Ara\u015ft\u0131rmac\u0131lar, di\u011fer insanlar\u0131n belirli sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in kullanabilece\u011fi belirli genel ama\u00e7l\u0131 algoritmalardan bahsediyor. Onlara g\u00f6re, yeni algoritmalar icat etmek, kendine sayg\u0131s\u0131 olan bir ki\u015fiye &#8220;Ben yapay zeka alan\u0131nda \u00e7al\u0131\u015f\u0131yorum&#8221; deme iznini verebilecek tek kabul edilebilir etkinliktir&#8230; ki adil olmak gerekirse, bu alanda girebilece\u011finiz tek i\u015f buydu. . Ben \u00fcniversitedeyken yapay zekay\u0131 bu kadar \u00e7ok \u015feye uygulayamazd\u0131n\u0131z.<\/p><p>Pek \u00e7ok YZ ara\u015ft\u0131rmac\u0131s\u0131, benim t\u00fcr\u00fcm olan uygulamal\u0131 YZ sistemlerinin kurucular\u0131 , bizim yapt\u0131\u011f\u0131m\u0131z \u015fey onlar\u0131n de\u011ferli algoritmalar\u0131n\u0131 al\u0131p &#8220;sadece&#8221; \u00f6nemli bir pratik otomasyonu \u00e7\u00f6zmek i\u00e7in kullanmakken &#8220;yapay zekada nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131zdan&#8221; ne\u015feyle bahsettiklerinde son derece rahats\u0131z oluyorlar. \u00f6l\u00e7ekte sorun.<\/p><p>Affedersiniz, sadece mi? Uygulamal\u0131 YZ \u00e7al\u0131\u015fmalar\u0131m\u0131z en az YZ ara\u015ft\u0131rmalar\u0131 kadar zorludur ve kendi e\u015fit ba\u015far\u0131lar\u0131n\u0131 hak ediyor. G\u00f6r\u00fcyorsunuz, \u00e7etrefilli otomasyon sorunlar\u0131n\u0131 \u00e7\u00f6zmek ve kurumsal \u00f6l\u00e7ekte g\u00fcvenilir yaz\u0131l\u0131m sistemleri olu\u015fturmak, veri\/yapay zekan\u0131n dahil olup olmad\u0131\u011f\u0131na bak\u0131lmaks\u0131z\u0131n zaten karma\u015f\u0131k bir u\u011fra\u015ft\u0131r. Veri bile\u015feni bir dizi komplikasyon ekleyerek bu i\u015fin kolay, hatta g\u00fcl\u00fcn\u00e7 oldu\u011fu fikrini ortaya \u00e7\u0131kar\u0131yor. (Endi\u015felenmeyin, uygulamal\u0131 tarafa ge\u00e7meden \u00f6nce ben de ara\u015ft\u0131rmac\u0131yd\u0131m, dolay\u0131s\u0131yla her iki grupla da fazlas\u0131yla empati kuruyorum.)<\/p><p>\u00d6n\u00fcm\u00fczdeki on y\u0131l i\u00e7in tahminim,\u00a0<a href=\"https:\/\/nips.cc\/\" target=\"_blank\" rel=\"noopener\">NeurIPSes<\/a>\u00a0,\u00a0<a href=\"https:\/\/websummit.com\/\" target=\"_blank\" rel=\"noopener\">Web Zirveleri<\/a>\u00a0ve\u00a0<a href=\"https:\/\/cloud.withgoogle.com\/next\" target=\"_blank\" rel=\"noopener\">Next&#8217;lerin<\/a>\u00a0her zamankinden daha g\u00fc\u00e7l\u00fc olaca\u011f\u0131 y\u00f6n\u00fcnde; \u00e7\u00fcnk\u00fc her biri, ivme kazanmaya devam eden bir sekt\u00f6re \u00f6nemli bir katk\u0131da bulunan t\u00fcr\u00fc temsil ediyor.\u00a0Daha fazla algoritman\u0131n icat edilmesine ve daha ak\u0131ll\u0131 otomasyon \u00e7\u00f6z\u00fcmlerinin geni\u015f \u00f6l\u00e7ekte uygulanmas\u0131na y\u00f6nelik doymak bilmez bir a\u00e7l\u0131k var.\u00a0Ama blokta yeni bir \u00e7ocuk olacak.\u00a0\u015eimdiden \u00fc\u00e7\u00fcnc\u00fc bir grubun, y\u0131ll\u0131k Prompt Engineering\u00a0Konferans\u0131na ne\u015feyle ge\u00e7erken &#8220;Biz de yapay zekada \u00e7al\u0131\u015f\u0131yoruz&#8221; diye c\u0131v\u0131l c\u0131v\u0131l bir \u00e7a\u011fr\u0131yla sahneye \u00e7\u0131kt\u0131\u011f\u0131n\u0131 g\u00f6r\u00fcyoruz\u00a0.\u00a0(Hen\u00fcz bir \u015fey de\u011fil, ama sadece bekleyin&#8230;.)<\/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-ca2323e elementor-widget elementor-widget-image\" data-id=\"ca2323e\" 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=\"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-14e93e7 elementor-widget elementor-widget-heading\" data-id=\"14e93e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Kullan\u0131c\u0131lar\u0131n\u0131n Y\u00fckseli\u015fi\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c523983 elementor-widget elementor-widget-text-editor\" data-id=\"c523983\" 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>Kim bu cesur yeni gelenler?\u00a0Onlar kullan\u0131c\u0131lar.\u00a0Son on y\u0131lda kullan\u0131c\u0131lar, biz in\u015faat\u00e7\u0131lar\u0131n\u00a0istediklerini d\u00fc\u015f\u00fcnd\u00fcklerini elde etti.\u00a0<a href=\"http:\/\/bit.ly\/quaesita_datascim\" target=\"_blank\" rel=\"noopener\">(Elbette, kullan\u0131c\u0131lar\u0131n istekleri hakk\u0131ndaki tahminlerimizi geli\u015ftirmek i\u00e7in veri biliminden<\/a>\u00a0ve\u00a0<a href=\"http:\/\/bit.ly\/quaesita_experiment\" target=\"_blank\" rel=\"noopener\">deneylerden<\/a> yararland\u0131k, ancak yine de tahmin yap\u0131yorduk.) \u00dcretken yapay zekan\u0131n y\u00fckseli\u015fi, kullan\u0131c\u0131lara YZ sisteminin ne yapmas\u0131n\u0131 istediklerini belirlemeleri i\u00e7in yinelemeli ara\u00e7lar sunmas\u0131 a\u00e7\u0131s\u0131ndan \u00f6nemlidir. onlar i\u00e7in \u00e7\u0131kt\u0131.<\/p><blockquote><p>\u00dcretken yapay zekan\u0131n y\u00fckseli\u015fi, kullan\u0131c\u0131lara yapay zeka sisteminin kendileri i\u00e7in ne \u00e7\u0131kt\u0131 vermesini istediklerini belirtmeleri i\u00e7in ara\u00e7lar sa\u011flamas\u0131 a\u00e7\u0131s\u0131ndan \u00f6nemlidir.<\/p><\/blockquote><p>Ki\u015fisel ve profesyonel \u00fcretkenliklerini ve yarat\u0131c\u0131l\u0131klar\u0131n\u0131 radikal bir \u015fekilde geni\u015fletmek i\u00e7in bu ara\u00e7lar\u0131 kullananlar aras\u0131nda bir i\u015f unvan\u0131n\u0131n pop\u00fclaritesi art\u0131yor:\u00a0h\u0131zl\u0131 m\u00fchendis.\u00a0Bu terim i\u00e7in hen\u00fcz bir end\u00fcstri standard\u0131 olmad\u0131\u011f\u0131ndan al\u0131c\u0131 dikkatli olsun.\u00a0<em>\u0130\u015fe alma y\u00f6neticileri, aday niteliklerinin &#8221;\u00a0<\/em>Bir kez \u00fcretken bir YZ arac\u0131na yazd\u0131klar\u0131m\u0131 d\u00fczelttim&#8221;den <em>&#8221;\u00a0<\/em><a href=\"https:\/\/cdn.openai.com\/papers\/gpt-4.pdf\" target=\"_blank\" rel=\"noopener\">GenAI K\u0131rm\u0131z\u0131 Tak\u0131m\u0131nda<\/a> yer ald\u0131m ve y\u00fcksek lisans e\u011fitimlerini nas\u0131l hackleyece\u011fim hakk\u0131nda \u00e7ok \u015fey biliyorum&#8221;a kadar \u00e7\u0131lg\u0131nca de\u011fi\u015fti\u011fini g\u00f6recekler. S\u0131k\u0131nt\u0131l\u0131 hal\u00fcsinasyonlara neden oluyor ve ayr\u0131ca daha g\u00fcvenilir API \u00e7a\u011fr\u0131lar\u0131 olu\u015fturmak i\u00e7in artan belirte\u00e7 limitlerinden nas\u0131l yararlanaca\u011f\u0131m\u0131 da buldum.\u00a0<em>\u201d<\/em>Ufukta h\u0131zla zengin olma plan\u0131n\u0131n oldu\u011funu d\u00fc\u015f\u00fcnen adaylar i\u00e7in, b\u00fcy\u00fck maa\u015f tekliflerinin ikincisiyle \u00f6rt\u00fc\u015fme e\u011filiminde oldu\u011funu belirtmekte fayda var.<\/p><p>Sekt\u00f6r\u00fcn neyi &#8220;ger\u00e7ek&#8221; bilgi istemi m\u00fchendisli\u011fi olarak kabul edece\u011fini tahmin etmek zordur, \u00e7\u00fcnk\u00fc halihaz\u0131rda yeni bilgi istemi ile kararl\u0131 bilgi istemi korsan\u0131n\u0131n geni\u015flemesi aras\u0131ndaki bo\u015flu\u011fu g\u00f6r\u00fcyoruz.\u00a0\u00d6n u\u00e7ta, iki farkl\u0131 aktivitede iki farkl\u0131 t\u00fcrde te\u015fvik uzmanl\u0131\u011f\u0131 g\u00f6r\u00fcyorum:<\/p><ul><li>G\u00fcvenilir ikincil sistemler:\u00a0&#8220;Sistemin bu t\u00fcr \u00e7\u0131kt\u0131lar\u0131 g\u00fcvenilir bir \u015fekilde \u00fcretmesini sa\u011flaman\u0131n harika bir yolu!&#8221;<\/li><li>Yarat\u0131c\u0131l\u0131\u011f\u0131n s\u0131n\u0131rlar\u0131n\u0131 zorluyor:\u00a0&#8220;Vay can\u0131na, \u00fcretken yapay zeka sisteminin bunu yapmas\u0131n\u0131 sa\u011flayabilece\u011fimizi bile bilmiyordum!&#8221;<\/li><\/ul><p>\u0130lk grup geleneksel m\u00fchendislikle iyi bir uyum i\u00e7indedir.\u00a0&#8220;L\u00fctfen bana John Milton tarz\u0131nda bir d\u00fc\u011f\u00fcn konu\u015fmas\u0131 yaz\u0131n&#8221; (ne d\u00fc\u011f\u00fcn!) veya hatta &#8220;\u0130\u015fte bir\u00a0Python\u00a0kodu, onu\u00a0C++\u00a0&#8216;a \u00e7evirin &#8221; gibi herkesin yapabilece\u011fi basit y\u00f6nlendirmeler yerine, dikkatlice haz\u0131rl\u0131yorlar g\u00fcvenilir model davran\u0131\u015f\u0131 elde etmek i\u00e7in bi\u00e7imlendirdikleri yap\u0131land\u0131r\u0131lm\u0131\u015f vekt\u00f6rler.\u00a0<a href=\"https:\/\/huggingface.co\/blog\/peft\" target=\"_blank\" rel=\"noopener\">Dolay\u0131s\u0131yla, bu insanlar\u0131 m\u00fchendis olmad\u0131klar\u0131 gerek\u00e7esiyle bir kenara atmadan \u00f6nce, bu modern h\u0131zl\u0131 sapanc\u0131lar\u0131n Parametre Verimli \u0130nce Ayar\u0131 (PEFT)<\/a> nas\u0131l ba\u015fard\u0131\u011f\u0131na bir bak\u0131n.<\/p><p><a href=\"https:\/\/bit.ly\/quaesita_bardrelease\" target=\"_blank\" rel=\"noopener\">PEFT, temel bir b\u00fcy\u00fck dil modelinin (LLM<\/a>) hemen hemen programlayarak ve do\u011frudan istemde yap\u0131land\u0131r\u0131lm\u0131\u015f \u00f6rnekler vererek\u00a0neler yapabilece\u011fini ayarlaman\u0131za olanak tan\u0131yan bir yakla\u015f\u0131md\u0131r .\u00a0Bu nas\u0131l m\u00fcmk\u00fcn olabilir?\u00a0Belirte\u00e7 s\u0131n\u0131rlar\u0131 &#8211; i\u015flenen s\u00f6zc\u00fck say\u0131s\u0131 ve dolay\u0131s\u0131yla modelin isteminizden bir sonraki s\u00f6zc\u00fc\u011f\u00fc se\u00e7erken sahip oldu\u011fu ba\u011flam miktar\u0131 olarak belirte\u00e7 s\u0131n\u0131rlar\u0131n\u0131 gev\u015fek bir \u015fekilde d\u00fc\u015f\u00fcnebilirsiniz &#8211; \u00e7ok b\u00fcy\u00fck hale geldi, bu da kelimenizin birka\u00e7 bin karakterini girebilece\u011finiz anlam\u0131na geliyor se\u00e7iyorum.\u00a0Verilerinizi do\u011frudan (muazzam) komut istemine yerle\u015ftirerek bu sistemleri e\u011fitebileceksiniz&#8230; tabii e\u011fer m\u00fchendislik bilginiz varsa.\u00a0G\u00fcven bana, PEFT pfffft de\u011fil.<\/p><p>\u0130kinci grup, bireysel \u00fcretkenli\u011fin yeni boyutlara ula\u015ft\u0131\u011f\u0131n\u0131, yani insanlar\u0131n ilgin\u00e7 ara\u00e7lara eri\u015ftiklerinde yapabilecekleri yeni s\u0131n\u0131rlar\u0131 temsil ediyor.\u00a0Bir makinenin sizin i\u00e7in yapabilecekleri konusunda s\u0131n\u0131rlar\u0131 zorlamak azim, yarat\u0131c\u0131l\u0131k ve merak gerektirir.\u00a0<a href=\"https:\/\/bit.ly\/quaesita_bardrelease\" target=\"_blank\" rel=\"noopener\">Bunlar ayn\u0131 zamanda Y\u00fcksek Lisans&#8217;\u0131n<\/a> sizin i\u00e7in yararl\u0131 bir \u015fey yapmas\u0131n\u0131 sa\u011flayamazsan\u0131z, Y\u00fcksek Lisans&#8217;tan \u00e7ok sizin hakk\u0131n\u0131zda daha fazla \u015fey ifade etti\u011fini s\u00f6yleyebilecek ki\u015filerdir.<\/p><p>Bu kendinden menkul h\u0131zl\u0131 m\u00fchendislerden baz\u0131lar\u0131, hem YZ ara\u015ft\u0131rmac\u0131lar\u0131ndan hem de YZ m\u00fchendislerinden senkronize g\u00f6z at\u0131\u015flar\u0131 kazanacak, ancak a\u00e7\u0131k fikirli olman\u0131z\u0131 tavsiye ederim. En \u00fcretken ve yarat\u0131c\u0131 ki\u015filiklerini a\u00e7\u0131\u011fa \u00e7\u0131karmak i\u00e7in yapay zeka ara\u00e7lar\u0131n\u0131 a\u00e7g\u00f6zl\u00fcl\u00fckle kullanmaya y\u00f6nelen h\u0131zl\u0131 m\u00fchendislerden tamamen etkilenece\u011fimizi umuyorum. Bize insanl\u0131\u011f\u0131n neler yapabilece\u011finin yeni seviyelerini g\u00f6sterecekler.<\/p><p>YZ profesyonelleri, t\u00fcm bu m\u00fchendisli\u011fin ve t\u00fcm bu algoritmalar\u0131n amaca y\u00f6nelik bir ara\u00e7 oldu\u011funu unutmayal\u0131m. E\u011fer son saf haliyle mevcutsa neden k\u0131sayolu kutlamayal\u0131m? Sonu\u00e7ta insan yarat\u0131c\u0131l\u0131\u011f\u0131, teknolojiyle m\u00fcmk\u00fcn k\u0131lmaya \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z \u015feyin temel bir ifadesi de\u011fil mi? E\u011fer bu yeni ba\u015flayanlar orijinal bir fikir bulabilirlerse ve lisans\u00fcst\u00fc e\u011fitimde aylar\u0131m\u0131 alacak \u015feyleri bir \u00f6\u011fleden sonra ba\u015farabilirlerse, alk\u0131\u015flama e\u011filimindeyim. \u0130ddiaya girerim ki Prompt M\u00fchendislik Konferans\u0131 ziyaret edilmesi gereken b\u00fcy\u00fcleyici bir etkinlik olacakt\u0131r!\u00a0<a href=\"http:\/\/makecassietalk.com\/\" target=\"_blank\" rel=\"noopener\">Belki bir g\u00fcn orada konu\u015fabilirim<\/a> bile.<\/p><p>Ancak \u00f6zetlemek gerekirse, bug\u00fcnlerde YZ hakk\u0131ndaki s\u00f6ylentilerin \u00e7o\u011fu, daha \u00f6nce YZ sistemleriyle yarat\u0131c\u0131 bir \u015fekilde etkile\u015fime girmeye davet edilmeyen b\u00fcy\u00fck bir grup insandan (kodlay\u0131c\u0131 veya matematik\u00e7i olmak istemeyen kullan\u0131c\u0131lar) geliyor.<\/p><p>Onlar\u0131n heyecan\u0131, denklemler, algoritmalar veya e\u011fitim verileri de\u011fil, \u00e7\u0131kt\u0131yla oynamakt\u0131r; bu, YZ ara\u015ft\u0131rmac\u0131lar\u0131 (makine \u00f6\u011frenimi algoritmalar\u0131 olu\u015fturmak i\u00e7in denklemleri kurcalayan) ve uygulamal\u0131 YZ m\u00fchendisleri (algoritmalar ve algoritmalarla ilgilenen) i\u00e7in kafa kar\u0131\u015ft\u0131r\u0131c\u0131 bir kavramd\u0131r. \u00c7\u0131k\u0131\u015f\u0131 etkinle\u015ftirmek i\u00e7in veriler).<\/p><blockquote><p>&#8220;Baz\u0131 makine \u00f6\u011frenimi ara\u015ft\u0131rmac\u0131lar\u0131n\u0131n y\u00f6nlendirmeyi anlamas\u0131 zor g\u00f6r\u00fcn\u00fcyor.\u00a0Bu \u015fa\u015f\u0131rt\u0131c\u0131 de\u011fil \u00e7\u00fcnk\u00fc makine \u00f6\u011frenmesinde y\u00f6nlendirme yok.\u00a0\u0130stemde bulunmak, makine \u00f6\u011freniminin tam tersidir.&#8221;\u00a0\u2014\u00a0Denny Zhou<\/p><\/blockquote><p>Ve &#8220;Hepimiz yapay zeka \u00fczerinde \u00e7al\u0131\u015f\u0131yoruz&#8221; konusunda \u00e7eki\u015fmelerin gerekmedi\u011fi konusunda hemfikir olsayd\u0131k \u00e7ok memnun olurdum ama e\u011fer hepimizin \u00e7ok farkl\u0131 k\u0131s\u0131mlarla u\u011fra\u015ft\u0131\u011f\u0131m\u0131z\u0131 unutursak birbirimizi anlamakta zorlan\u0131r\u0131z. Yapay zeka olan e\u015fsesli batakl\u0131\u011f\u0131n, \u00f6zellikle de baz\u0131 bilim kurgu merakl\u0131lar\u0131n\u0131 da partiye davet edersek, \u00e7\u00fcnk\u00fc\u00a0<a href=\"http:\/\/bit.ly\/quaesita_scifi\" target=\"_blank\" rel=\"noopener\">onlar\u0131n yapay<\/a>\u00a0zekas\u0131 tamamen ba\u015fka bir canavard\u0131r&#8230; ama iyi haber \u015fu ki bu, hepimizin mutlu bir \u015fekilde bir arada ya\u015fayabilece\u011fi bir batakl\u0131k.<\/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-bb66c0f elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bb66c0f\" 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-e98a04d\" data-id=\"e98a04d\" 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-5d2fb81 elementor-widget elementor-widget-image\" data-id=\"5d2fb81\" 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-470ce1e elementor-widget elementor-widget-heading\" data-id=\"470ce1e\" 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-6212e4f elementor-widget elementor-widget-heading\" data-id=\"6212e4f\" 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-0c489c5 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"0c489c5\" 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-1f1944e\" data-id=\"1f1944e\" 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-6c77fef elementor-widget elementor-widget-heading\" data-id=\"6c77fef\" 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-1196b4c premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"1196b4c\" 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=\"5606\">\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 zeka ile \u00e7al\u0131\u015fmak ne anlama geliyor? Yapay zeka g\u00fcndelik sorunlar\u0131n \u00e7\u00f6z\u00fcm\u00fcnde kullan\u0131\u015fl\u0131 hale geldik\u00e7e, ara\u015ft\u0131rmalar\u0131n ayr\u0131cal\u0131kl\u0131 alan\u0131ndan \u00e7\u0131k\u0131p uygulamal\u0131 bir teknoloji haline geldi.\u00a0Peki bunu&hellip;<\/p>","protected":false},"author":1,"featured_media":5612,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-5606","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5606","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=5606"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/5606\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/5612"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=5606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=5606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=5606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}