{"id":29948,"date":"2025-09-22T02:30:23","date_gmt":"2025-09-21T23:30:23","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yeni-yapay-zeka-uclusu-buyuk-dil-modelleri-generatif-yapay-zeka-ve-bilgisayar-gorusu\/"},"modified":"2025-09-22T02:30:23","modified_gmt":"2025-09-21T23:30:23","slug":"yeni-yapay-zeka-uclusu-buyuk-dil-modelleri-generatif-yapay-zeka-ve-bilgisayar-gorusu","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yeni-yapay-zeka-uclusu-buyuk-dil-modelleri-generatif-yapay-zeka-ve-bilgisayar-gorusu\/","title":{"rendered":"Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc: B\u00fcy\u00fck Dil Modelleri, Generatif Yapay Zeka ve Bilgisayar G\u00f6r\u00fcs\u00fc"},"content":{"rendered":"<p>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc: B\u00fcy\u00fck Dil Modelleri, Generatif Yapay Zeka ve Bilgisayar G\u00f6r\u00fcs\u00fc<\/p>\n<p>Yapay zeka d\u00fcnyas\u0131 h\u0131zla geli\u015fiyor ve \u00fc\u00e7 g\u00fc\u00e7l\u00fc teknolojinin birle\u015fimi olan &#8220;Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc&#8221; devrim yarat\u0131yor. B\u00fcy\u00fck dil modelleri (LLM), generatif yapay zeka (AI) ve bilgisayar g\u00f6r\u00fc\u015f\u00fc, birbirlerini tamamlayarak daha \u00f6nce m\u00fcmk\u00fcn olmayan yenilik\u00e7i \u00e7\u00f6z\u00fcmler sunuyor. Bu makalede, bu \u00fc\u00e7 teknolojinin temellerini, uygulamalar\u0131n\u0131 ve gelecekteki potansiyelini ke\u015ffedece\u011fiz.  Daha derinlemesine bilgi i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal&#039;\u0131n web sitesini<\/a> ziyaret edebilirsiniz.<\/p>\n<h2>B\u00fcy\u00fck Dil Modelleri (LLM): Nas\u0131l \u00c7al\u0131\u015f\u0131rlar ve Neler Yapabilirler?<\/h2>\n<p>B\u00fcy\u00fck dil modelleri, devasa miktarda metin verisi \u00fczerinde e\u011fitilmi\u015f derin \u00f6\u011frenme modelleri olarak tan\u0131mlanabilir.  GPT-3, LaMDA ve BERT gibi LLM&#039;ler, do\u011fal dil i\u015fleme (NLP) alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7t\u0131lar. Bu modeller, insan dilini anlama, metin olu\u015fturma, \u00e7eviri yapma ve sorular\u0131 yan\u0131tlama gibi g\u00f6revlerde ola\u011fan\u00fcst\u00fc yetenekler sergilerler.  \u00d6rne\u011fin, bir LLM, bir hikayenin devam\u0131n\u0131 yazabilir, bir \u015fiir olu\u015fturabilir veya karma\u015f\u0131k bir konuyu \u00f6zetleyebilir.  Bunlar\u0131n alt\u0131nda yatan mekanizma, kelimelerin ve c\u00fcmlelerin olas\u0131l\u0131k da\u011f\u0131l\u0131mlar\u0131n\u0131 \u00f6\u011frenerek, verilen bir girdiye en uygun \u00e7\u0131kt\u0131y\u0131 tahmin etmektir.  Ancak, LLM&#039;lerin bazen ger\u00e7ek d\u0131\u015f\u0131 veya yanl\u0131 bilgiler \u00fcretme e\u011filiminde olduklar\u0131n\u0131 unutmamak \u00f6nemlidir.  Bu nedenle, \u00e7\u0131kt\u0131lar\u0131n\u0131n her zaman ele\u015ftirel bir g\u00f6zle incelenmesi gerekmektedir.<\/p>\n<p>\u00d6rne\u011fin, bir e-ticaret sitesi, LLM&#039;leri \u00fcr\u00fcn a\u00e7\u0131klamalar\u0131 olu\u015fturmak, m\u00fc\u015fteri sorular\u0131n\u0131 yan\u0131tlamak ve hatta ki\u015fiselle\u015ftirilmi\u015f \u00fcr\u00fcn \u00f6nerileri sunmak i\u00e7in kullanabilir.  Bir haber ajans\u0131 ise, LLM&#039;leri haber \u00f6zetleri olu\u015fturmak veya farkl\u0131 dillerde haber yaz\u0131lar\u0131 \u00fcretmek i\u00e7in kullanabilir.  Bu durum, h\u0131z ve verimlilik a\u00e7\u0131s\u0131ndan b\u00fcy\u00fck avantajlar sa\u011flar.<\/p>\n<h3>LLM&#039;lerde Uygulama \u00d6rnekleri:<\/h3>\n<ul>\n<li>Otomatik m\u00fc\u015fteri hizmetleri chatbot&#039;lar\u0131<\/li>\n<li>Metin \u00f6zetleme ve \u00e7eviri ara\u00e7lar\u0131<\/li>\n<li>Yarat\u0131c\u0131 i\u00e7erik olu\u015fturma (\u015fiir, hikaye, senaryo)<\/li>\n<li>Kod olu\u015fturma ve hata ay\u0131klama<\/li>\n<\/ul>\n<h2>Generatif Yapay Zeka (AI): G\u00f6rselleri, Sesleri ve Daha Fazlas\u0131n\u0131 Olu\u015fturmak<\/h2>\n<p>Generatif yapay zeka, yeni i\u00e7erikler olu\u015fturmak i\u00e7in tasarlanm\u0131\u015f bir yapay zeka t\u00fcr\u00fcd\u00fcr. Bu i\u00e7erikler, metin, g\u00f6r\u00fcnt\u00fc, ses, video veya hatta 3B modeller olabilir.  Generatif AI modelleri, GAN&#039;lar (Generative Adversarial Networks) ve varyasyonel oto-kodlay\u0131c\u0131lar (VAE) gibi \u00e7e\u015fitli teknikleri kullanarak, e\u011fitim verilerinden \u00f6\u011frenir ve benzersiz yeni i\u00e7erikler olu\u015ftururlar.  \u00d6rne\u011fin, bir GAN, ger\u00e7ek\u00e7i g\u00f6r\u00fcnt\u00fcler olu\u015fturmak i\u00e7in iki a\u011f kullan\u0131r: bir \u00fcrete\u00e7 ve bir ay\u0131rt edici. \u00dcrete\u00e7 yeni g\u00f6r\u00fcnt\u00fcler olu\u015ftururken, ay\u0131rt edici ger\u00e7ek ve olu\u015fturulan g\u00f6r\u00fcnt\u00fcler aras\u0131ndaki fark\u0131 \u00f6\u011frenmeye \u00e7al\u0131\u015f\u0131r. Bu rekabet, \u00fcretecin daha ger\u00e7ek\u00e7i g\u00f6r\u00fcnt\u00fcler olu\u015fturmas\u0131n\u0131 sa\u011flar.<\/p>\n<p>Generatif AI, oyun geli\u015ftirme, reklamc\u0131l\u0131k ve moda tasar\u0131m\u0131 gibi bir\u00e7ok end\u00fcstri i\u00e7in devrim niteli\u011finde potansiyele sahiptir.  \u00d6rne\u011fin, bir oyun st\u00fcdyosu, generatif AI&#039;y\u0131 yeni oyun karakterleri veya ortamlar olu\u015fturmak i\u00e7in kullanabilir.  Bir reklam ajans\u0131, generatif AI&#039;y\u0131 reklam kampanyalar\u0131 i\u00e7in \u00f6zg\u00fcn g\u00f6rseller ve videolar olu\u015fturmak i\u00e7in kullanabilir.<\/p>\n<h3>Generatif AI&#039;da Uygulama \u00d6rnekleri:<\/h3>\n<ul>\n<li>Ger\u00e7ek\u00e7i g\u00f6r\u00fcnt\u00fc olu\u015fturma<\/li>\n<li>Yeni m\u00fczik kompozisyonlar\u0131 olu\u015fturma<\/li>\n<li>3B modelleme<\/li>\n<li>Ki\u015fiselle\u015ftirilmi\u015f i\u00e7erik olu\u015fturma<\/li>\n<\/ul>\n<h2>Bilgisayar G\u00f6r\u00fcs\u00fc: G\u00f6r\u00fcnt\u00fclerin Anlam\u0131n\u0131 \u00c7\u00f6zmek<\/h2>\n<p>Bilgisayar g\u00f6r\u00fc\u015f\u00fc, bilgisayarlar\u0131n dijital g\u00f6r\u00fcnt\u00fclerden veya videolardan bilgi \u00e7\u0131karmas\u0131n\u0131 sa\u011flayan bir yapay zeka dal\u0131d\u0131r.  Nesne tan\u0131ma, y\u00fcz tan\u0131ma ve g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma gibi g\u00f6revleri yerine getirir.  Derin \u00f6\u011frenme teknikleri, \u00f6zellikle konvol\u00fcsyonel sinir a\u011flar\u0131 (CNN&#039;ler), bilgisayar g\u00f6r\u00fc\u015f\u00fc sistemlerinin performans\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rm\u0131\u015ft\u0131r.  CNN&#039;ler, g\u00f6r\u00fcnt\u00fclerin karma\u015f\u0131k \u00f6zelliklerini \u00f6\u011frenmek ve s\u0131n\u0131fland\u0131rmak i\u00e7in tasarlanm\u0131\u015ft\u0131r. Bu sayede, bilgisayarlar g\u00f6r\u00fcnt\u00fclerdeki nesneleri, y\u00fczleri ve di\u011fer \u00f6zellikleri do\u011fru bir \u015fekilde tespit edebilirler.<\/p>\n<p>Bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fcn uygulamalar\u0131 \u00e7ok geni\u015f bir yelpazeye yay\u0131lm\u0131\u015ft\u0131r.  \u00d6rne\u011fin, otonom ara\u00e7larda, g\u00fcvenlik sistemlerinde ve t\u0131pta kullan\u0131l\u0131r.  Otonom ara\u00e7lar, \u00e7evrelerini anlamak ve g\u00fcvenli bir \u015fekilde hareket etmek i\u00e7in bilgisayar g\u00f6r\u00fc\u015f\u00fcnden yararlan\u0131r.  G\u00fcvenlik sistemleri, g\u00fcvenlik ihlallerini tespit etmek i\u00e7in y\u00fcz tan\u0131ma ve nesne tan\u0131ma kullan\u0131r.  T\u0131pta ise, bilgisayar g\u00f6r\u00fc\u015f\u00fc, t\u0131bbi g\u00f6r\u00fcnt\u00fcleri analiz etmek ve hastal\u0131klar\u0131 te\u015fhis etmek i\u00e7in kullan\u0131l\u0131r.<\/p>\n<h3>Bilgisayar G\u00f6r\u00fcs\u00fc Uygulama \u00d6rnekleri:<\/h3>\n<ul>\n<li>Otonom ara\u00e7lar<\/li>\n<li>T\u0131bbi g\u00f6r\u00fcnt\u00fc analizi<\/li>\n<li>G\u00fcvenlik sistemleri<\/li>\n<li>\u00dcr\u00fcn denetimi<\/li>\n<\/ul>\n<h2>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fcn\u00fcn Birle\u015fimi: G\u00fc\u00e7l\u00fc Senaryolar<\/h2>\n<p>B\u00fcy\u00fck dil modelleri, generatif yapay zeka ve bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fcn birle\u015fimi, daha \u00f6nce m\u00fcmk\u00fcn olmayan g\u00fc\u00e7l\u00fc uygulamalar\u0131 m\u00fcmk\u00fcn k\u0131lar.  \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fcden bir hikaye olu\u015fturmak, bir ses dosyas\u0131ndan bir metin transkripti olu\u015fturmak ve bu metni farkl\u0131 bir dile \u00e7evirmek veya bir video oyununda, bilgisayar g\u00f6r\u00fc\u015f\u00fc ile oyuncunun hareketlerini takip ederek,  LLM ile oyunun hikayesini dinamik olarak de\u011fi\u015ftirmek gibi.  Bu birle\u015fme, yapay zekan\u0131n insan hayat\u0131n\u0131 d\u00f6n\u00fc\u015ft\u00fcrmesi i\u00e7in b\u00fcy\u00fck bir potansiyele sahiptir.  Ancak, bu teknolojilerin etik ve sosyal etkilerinin de dikkatlice de\u011ferlendirilmesi gereklidir.<\/p>\n<h2>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fcn\u00fc Anlamak \u0130\u00e7in \u00d6\u011frenme Yol Haritas\u0131<\/h2>\n<h3>Yeni Ba\u015flayanlar \u0130\u00e7in:<\/h3>\n<p>Temel kavramlar ile ba\u015flay\u0131n.  Yapay zekan\u0131n ne oldu\u011funu, makine \u00f6\u011frenmesinin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve b\u00fcy\u00fck verinin \u00f6nemini anlay\u0131n.  Online kurslar ve e\u011fitim kaynaklar\u0131, bu konuda size yard\u0131mc\u0131 olabilir.  Basit Python k\u00fct\u00fcphaneleri kullanarak,  yapay zeka projelerine giri\u015f yapabilirsiniz.<\/p>\n<h3>Orta Seviye:<\/h3>\n<p>Derin \u00f6\u011frenme algoritmalar\u0131,  \u00f6zellikle CNN&#039;ler ve RNN&#039;ler hakk\u0131nda bilgi edinin.  TensorFlow veya PyTorch gibi derin \u00f6\u011frenme k\u00fct\u00fcphanelerini kullanarak, kendi yapay zeka modellerinizi e\u011fitmeyi deneyin.  Farkl\u0131 yapay zeka modelleri aras\u0131ndaki farkl\u0131l\u0131klar\u0131 anlay\u0131n ve bunlar\u0131 hangi durumlarda kullanman\u0131z gerekti\u011fini \u00f6\u011frenin.<\/p>\n<h3>\u0130leri Seviye:<\/h3>\n<p>Karma\u015f\u0131k yapay zeka mimarileri tasarlay\u0131n ve uygulay\u0131n.  Yapay zeka modellerinizin performans\u0131n\u0131 iyile\u015ftirmek i\u00e7in geli\u015fmi\u015f teknikler \u00f6\u011frenin.  Yeni yapay zeka tekniklerini ara\u015ft\u0131r\u0131n ve kendi yapay zeka uygulamalar\u0131n\u0131z\u0131 geli\u015ftirin.  Ara\u015ft\u0131rma makaleleri okuyarak ve konferanslara kat\u0131larak bu alanda uzmanla\u015fabilirsiniz. <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal&#039;\u0131n blogunda<\/a>  bu konuda daha fazla bilgi bulabilirsiniz.<\/p>\n<h2>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fcn\u00fcn Gelece\u011fi<\/h2>\n<p>Yeni yapay zeka \u00fc\u00e7l\u00fcs\u00fcn\u00fcn gelece\u011fi olduk\u00e7a parlak g\u00f6r\u00fcn\u00fcyor.  Bu teknolojilerin geli\u015fimiyle birlikte,  yapay zeka uygulamalar\u0131 daha g\u00fc\u00e7l\u00fc, daha ak\u0131ll\u0131 ve daha yayg\u0131n hale gelecek.  Ancak, bu geli\u015fmelerin etik ve toplumsal etkileri hakk\u0131nda da bilin\u00e7li olmak ve bu konular\u0131 ele almak \u00f6nemlidir.  Yapay zekan\u0131n g\u00fcvenli ve sorumlu bir \u015fekilde geli\u015ftirilmesi ve kullan\u0131lmas\u0131,  gelecekteki ba\u015far\u0131s\u0131 i\u00e7in kritik bir fakt\u00f6rd\u00fcr.<\/p>\n<h2>S\u0131k\u00e7a Sorulan Sorular<\/h2>\n<ol>\n<li><b>B\u00fcy\u00fck dil modelleri g\u00fcvenilir midir?<\/b> B\u00fcy\u00fck dil modelleri, e\u011fitim verilerindeki \u00f6nyarg\u0131lar\u0131 yans\u0131tabilir ve bazen ger\u00e7ek d\u0131\u015f\u0131 veya yan\u0131lt\u0131c\u0131 bilgiler \u00fcretebilirler.  \u00c7\u0131kt\u0131lar\u0131n\u0131n her zaman ele\u015ftirel bir g\u00f6zle incelenmesi \u00f6nemlidir.<\/li>\n<li><b>Generatif yapay zeka telif hakk\u0131 sorunlar\u0131na neden olabilir mi?<\/b> Generatif yapay zeka taraf\u0131ndan olu\u015fturulan i\u00e7eri\u011fin telif hakk\u0131 durumu hala tart\u0131\u015fmal\u0131d\u0131r.  Bu konuda hukuki uzmanlardan tavsiye almak \u00f6nemlidir.<\/li>\n<li><b>Bilgisayar g\u00f6r\u00fc\u015f\u00fc gizlilik sorunlar\u0131na neden olabilir mi?<\/b> Y\u00fcz tan\u0131ma gibi bilgisayar g\u00f6r\u00fc\u015f\u00fc uygulamalar\u0131, gizlilik endi\u015felerine yol a\u00e7abilir.  Bu uygulamalar\u0131n kullan\u0131m\u0131 dikkatlice d\u00fczenlenmelidir.<\/li>\n<li><b>Yeni yapay zeka \u00fc\u00e7l\u00fcs\u00fc i\u015fleri ortadan kald\u0131rabilir mi?<\/b> Yeni yapay zeka \u00fc\u00e7l\u00fcs\u00fc baz\u0131 i\u015fleri otomatikle\u015ftirebilir, ancak ayn\u0131 zamanda yeni i\u015f f\u0131rsatlar\u0131 da yaratabilir.  E\u011fitim ve adaptasyon \u00f6nemli olacakt\u0131r.<\/li>\n<li><b>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fcn\u00fcn etik y\u00f6nleri nelerdir?<\/b> \u00d6nyarg\u0131, gizlilik, \u015feffafl\u0131k ve hesap verebilirlik gibi etik hususlar dikkatlice ele al\u0131nmal\u0131d\u0131r.  Sorumlu yapay zeka geli\u015ftirme ve uygulamas\u0131 b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r.<\/li>\n<\/ol>\n<p>Yazar: Fatih Soysal<\/p>\n<\/pre>\n<p><\/code><\/p>\n","protected":false},"excerpt":{"rendered":"Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc: B\u00fcy\u00fck Dil Modelleri, Generatif Yapay Zeka ve Bilgisayar G\u00f6r\u00fcs\u00fc Yapay zeka d\u00fcnyas\u0131 h\u0131zla geli\u015fiyor&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-29948","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc: B\u00fcy\u00fck Dil Modelleri, Generatif Yapay Zeka ve Bilgisayar G\u00f6r\u00fcs\u00fc<\/title>\n<meta name=\"description\" content=\"Yapay zeka d\u00fcnyas\u0131 h\u0131zla geli\u015fiyor ve \u00fc\u00e7 g\u00fc\u00e7l\u00fc teknolojinin birle\u015fimi olan &quot;Yeni Yapay Zeka \u00dc\u00e7l\u00fcs\u00fc&quot; devrim yarat\u0131yor. B\u00fcy\u00fck dil modelleri (LLM), generatif yapay zeka (AI) ve bilgisayar g\u00f6r\u00fc\u015f\u00fc, birbirlerini tamamlayarak daha \u00f6nce m\u00fcmk\u00fcn olmayan yenilik\u00e7i \u00e7\u00f6z\u00fcmler sunuyor. Bu makalede, bu \u00fc\u00e7 teknolojinin temellerini, uygulamalar\u0131n\u0131 ve gelecekteki potansiyelini ke\u015ffedece\u011fiz. 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B\u00fcy\u00fck dil modelleri (LLM), generatif yapay zeka (AI) ve bilgisayar g\u00f6r\u00fc\u015f\u00fc, birbirlerini tamamlayarak daha \u00f6nce m\u00fcmk\u00fcn olmayan yenilik\u00e7i \u00e7\u00f6z\u00fcmler sunuyor. Bu makalede, bu \u00fc\u00e7 teknolojinin temellerini, uygulamalar\u0131n\u0131 ve gelecekteki potansiyelini ke\u015ffedece\u011fiz. 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