{"id":29494,"date":"2025-09-14T05:30:26","date_gmt":"2025-09-14T02:30:26","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/"},"modified":"2025-09-14T05:30:26","modified_gmt":"2025-09-14T02:30:26","slug":"dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/","title":{"rendered":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya"},"content":{"rendered":"

D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya<\/p>\n

Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.<\/p>\n

D\u00fc\u015f\u00fcnen Modeller: Temel Kavramlar Nelerdir?<\/h2>\n

D\u00fc\u015f\u00fcnen modeller, b\u00fcy\u00fck miktarda veri \u00fczerinde e\u011fitilmi\u015f ve karma\u015f\u0131k dilsel \u00f6r\u00fcnt\u00fcleri anlayabilen, hatta \u00fcretebilen yapay zek\u00e2 sistemleridir. Temel olarak, girdi olarak metin, ses veya g\u00f6r\u00fcnt\u00fc alan ve bu verileri i\u015fleyerek anlaml\u0131 \u00e7\u0131kt\u0131lar \u00fcreten algoritmalardan olu\u015furlar. Bu modellerin temelini, derin \u00f6\u011frenme teknikleri ve \u00f6zellikle de d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc (transformer) mimarileri olu\u015fturur. Transformer mimarileri, s\u00f6zc\u00fcklerin metin i\u00e7indeki ba\u011flamsal ili\u015fkilerini daha iyi kavrayarak, daha tutarl\u0131 ve anlaml\u0131 metinler \u00fcretmeyi sa\u011flar. Kelime tahmincilerinden farkl\u0131 olarak, d\u00fc\u015f\u00fcnen modeller sadece bir sonraki kelimeyi tahmin etmekle kalmaz, giri\u015f verisine ba\u011fl\u0131 olarak kompleks sorular\u0131 cevaplayabilir, \u00f6yk\u00fcler yazabilir, kod olu\u015fturabilir ve hatta yarat\u0131c\u0131 i\u00e7erik \u00fcretebilirler. Bu yetenekleri, “dikkat mekanizmas\u0131” (attention mechanism) gibi geli\u015fmi\u015f tekniklerle m\u00fcmk\u00fcn olur. Dikkat mekanizmas\u0131, modelin girdideki farkl\u0131 s\u00f6zc\u00fcklerin \u00f6nemine g\u00f6re a\u011f\u0131rl\u0131k vermesini sa\u011flayarak, daha anlaml\u0131 yorumlar yapmas\u0131n\u0131 sa\u011flar. \u00d6rne\u011fin, “Elma a\u011fa\u00e7ta yeti\u015fir.” c\u00fcmlesinde, “elma” ve “a\u011fa\u00e7” kelimeleri aras\u0131ndaki ili\u015fkiye odaklanarak c\u00fcmlenin anlam\u0131n\u0131 daha iyi anlar.<\/p>\n

D\u00fc\u015f\u00fcnen Modeller Nas\u0131l \u00c7al\u0131\u015f\u0131r? Ad\u0131m Ad\u0131m Bir Bak\u0131\u015f<\/h2>\n

D\u00fc\u015f\u00fcnen modellerin i\u015fleyi\u015fi, genellikle b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde \u00f6nceden e\u011fitilme a\u015famas\u0131yla ba\u015flar. Bu a\u015famada, model, metin verilerini i\u015fleyerek dilsel \u00f6r\u00fcnt\u00fcleri \u00f6\u011frenir. Bu s\u00fcre\u00e7, milyarlarca parametre i\u00e7eren karma\u015f\u0131k bir sinir a\u011f\u0131n\u0131n, veri i\u00e7erisindeki istatistiksel ili\u015fkileri ve d\u00fczenlilikleri ke\u015ffetmesini i\u00e7erir. \u00d6rne\u011fin, bir model, “kedi” ve “k\u00f6pek” kelimelerinin s\u0131kl\u0131kla birlikte kullan\u0131ld\u0131\u011f\u0131n\u0131 \u00f6\u011frenerek, bu kelimeler aras\u0131nda anlamsal bir ili\u015fki kurar.<\/p>\n

E\u011fitim a\u015famas\u0131ndan sonra, model ince ayar (fine-tuning) i\u015flemine tabi tutulur. \u0130nce ayar, belirli bir g\u00f6rev i\u00e7in modelin performans\u0131n\u0131 optimize etmeyi ama\u00e7lar. \u00d6rne\u011fin, bir soru-cevap sistemi i\u00e7in e\u011fitilen bir model, sorular\u0131 anlama ve do\u011fru cevaplar\u0131 \u00fcretme konusunda daha iyi performans g\u00f6sterecek \u015fekilde ince ayarlan\u0131r. Bu s\u00fcre\u00e7, belirli bir alana ait veri k\u00fcmeleri kullan\u0131larak ger\u00e7ekle\u015ftirilir.<\/p>\n

Son olarak, model, kullan\u0131c\u0131 girdilerini i\u015fleyerek \u00e7\u0131kt\u0131 \u00fcretir. Bu i\u015flem, girdi verisinin model taraf\u0131ndan i\u015flenmesi ve \u00f6\u011frenilen dilsel \u00f6r\u00fcnt\u00fclere dayanarak bir yan\u0131t \u00fcretmesini i\u00e7erir. \u00d6rne\u011fin, kullan\u0131c\u0131 “Paris’in ba\u015fkenti nerededir?” diye sordu\u011funda, model \u00f6nceden \u00f6\u011frenmi\u015f oldu\u011fu bilgilerini kullanarak “Paris’in ba\u015fkenti Fransa’d\u0131r” \u015feklinde bir yan\u0131t \u00fcretir.<\/p>\n

D\u00fc\u015f\u00fcnen Modellerin Ger\u00e7ek D\u00fcnya Uygulamalar\u0131: Vaka \u00c7al\u0131\u015fmalar\u0131<\/h2>\n

D\u00fc\u015f\u00fcnen modeller, bir\u00e7ok farkl\u0131 alanda kullan\u0131lmaktad\u0131r. \u0130\u015fte baz\u0131 ger\u00e7ek d\u00fcnya \u00f6rnekleri:<\/p>\n

* Otomatik \u00c7eviri:<\/strong> Google Translate gibi hizmetler, d\u00fc\u015f\u00fcnen modeller kullanarak metinleri farkl\u0131 diller aras\u0131nda an\u0131nda \u00e7evirir.
\n* Sanal Asistanlar:<\/strong> Siri, Alexa ve Google Assistant gibi sanal asistanlar, kullan\u0131c\u0131 sorular\u0131n\u0131 anlamak ve uygun yan\u0131tlar\u0131 \u00fcretmek i\u00e7in d\u00fc\u015f\u00fcnen modellerden yararlan\u0131r.
\n* Metin Olu\u015fturma:<\/strong> Makaleler, \u015fiirler ve hatta romanlar bile d\u00fc\u015f\u00fcnen modeller kullan\u0131larak otomatik olarak olu\u015fturulabilir. Bu \u00f6zellikle i\u00e7erik pazarlama ve yarat\u0131c\u0131 yaz\u0131m alanlar\u0131nda yayg\u0131n olarak kullan\u0131lmaktad\u0131r.
\n* Kod Olu\u015fturma:<\/strong> Programc\u0131lar, d\u00fc\u015f\u00fcnen modeller kullanarak kod \u00fcretme, hata ay\u0131klama ve kod optimizasyonu gibi i\u015flemleri ger\u00e7ekle\u015ftirebilirler. GitHub Copilot buna iyi bir \u00f6rnektir.
\n* T\u0131p:<\/strong> D\u00fc\u015f\u00fcnen modeller, t\u0131bbi g\u00f6r\u00fcnt\u00fc analizinde, hastal\u0131k te\u015fhisinde ve tedavi planlamas\u0131nda kullan\u0131labilir.
\n* E\u011fitim:<\/strong> D\u00fc\u015f\u00fcnen modeller, \u00f6\u011frencilere \u00f6zelle\u015ftirilmi\u015f \u00f6\u011frenme deneyimleri sunmak ve \u00f6\u011fretmenleri desteklemek i\u00e7in kullan\u0131labilir.<\/p>\n

Vaka Analizi 1: M\u00fc\u015fteri Hizmetlerinde D\u00fc\u015f\u00fcnen Modeller<\/h3>\n

Bir e-ticaret \u015firketi, m\u00fc\u015fteri sorular\u0131n\u0131 yan\u0131tlamak i\u00e7in bir d\u00fc\u015f\u00fcnen model tabanl\u0131 chatbot kullanmaya ba\u015flad\u0131. Model, \u00f6nceden e\u011fitilmi\u015f b\u00fcy\u00fck bir dil modeli \u00fczerine ince ayar yap\u0131ld\u0131 ve \u015firketin \u00fcr\u00fcn katalo\u011fu ve SSS belgeleriyle beslendi. Sonu\u00e7 olarak, m\u00fc\u015fteri hizmetleri temsilcilerinin i\u015f y\u00fck\u00fc azald\u0131, m\u00fc\u015fteriler sorular\u0131na daha h\u0131zl\u0131 cevap ald\u0131 ve m\u00fc\u015fteri memnuniyeti artt\u0131.<\/p>\n

Vaka Analizi 2: \u0130\u00e7erik Pazarlamas\u0131nda D\u00fc\u015f\u00fcnen Modeller<\/h3>\n

Bir dijital pazarlama ajans\u0131, blog yaz\u0131lar\u0131 ve sosyal medya i\u00e7erikleri olu\u015fturmak i\u00e7in bir d\u00fc\u015f\u00fcnen model kullan\u0131yor. Model, belirli bir konuda \u00f6zg\u00fcn ve ilgi \u00e7ekici metinler \u00fcreterek, ajans\u0131n verimlili\u011fini art\u0131r\u0131yor ve daha fazla i\u00e7erik \u00fcretmesini sa\u011fl\u0131yor. Ancak, olu\u015fturulan i\u00e7eriklerin her zaman insani dokunu\u015fa sahip olmad\u0131\u011f\u0131 ve dikkatli bir \u015fekilde d\u00fczenlenmesi gerekti\u011fi unutulmamal\u0131d\u0131r.<\/p>\n

D\u00fc\u015f\u00fcnen Modellerin S\u0131n\u0131rlamalar\u0131 ve Etik Sorunlar<\/h2>\n

D\u00fc\u015f\u00fcnen modeller, pek \u00e7ok fayda sa\u011flasa da, baz\u0131 s\u0131n\u0131rlamalar\u0131 ve etik sorunlar\u0131 da beraberinde getiriyor.<\/p>\n

* Yanl\u0131l\u0131k (Bias):<\/strong> D\u00fc\u015f\u00fcnen modeller, e\u011fitildikleri verilerin yans\u0131mas\u0131d\u0131r. E\u011fer e\u011fitim verileri yanl\u0131ysa, model de yanl\u0131 \u00e7\u0131kt\u0131 \u00fcretebilir. Bu, cinsiyet\u00e7ilik, \u0131rk\u00e7\u0131l\u0131k ve di\u011fer \u00f6nyarg\u0131lar\u0131n ortaya \u00e7\u0131kmas\u0131na yol a\u00e7abilir.
\n* A\u00e7\u0131klanabilirlik (Explainability):<\/strong> D\u00fc\u015f\u00fcnen modellerin karar verme s\u00fcre\u00e7leri olduk\u00e7a karma\u015f\u0131kt\u0131r ve genellikle anla\u015f\u0131lmas\u0131 zordur. Bu, modelin hatalar\u0131n\u0131 tespit etmeyi ve g\u00fcvenilirli\u011fini de\u011ferlendirmeyi zorla\u015ft\u0131r\u0131r.
\n* Telif Hakk\u0131 ve Fikri M\u00fclkiyet:<\/strong> D\u00fc\u015f\u00fcnen modellerin \u00fcretti\u011fi i\u00e7eriklerin telif hakk\u0131 ve fikri m\u00fclkiyet durumu hen\u00fcz netlik kazanmam\u0131\u015ft\u0131r.
\n* G\u00fcvenlik Riskleri:<\/strong> D\u00fc\u015f\u00fcnen modeller, k\u00f6t\u00fc niyetli ki\u015filer taraf\u0131ndan zararl\u0131 i\u00e7erikler \u00fcretmek veya sahte haberler yaymak i\u00e7in kullan\u0131labilir.<\/p>\n

Dikkat! Yanl\u0131 Veriler Yanl\u0131 Sonu\u00e7lara Yol A\u00e7ar<\/h3>\n

D\u00fc\u015f\u00fcnen modellerin e\u011fitildi\u011fi veri setlerinin kalitesi, modelin performans\u0131n\u0131 do\u011frudan etkiler. Yanl\u0131 veya eksik veriler, modelin yanl\u0131 sonu\u00e7lar \u00fcretmesine ve \u00f6nyarg\u0131lar\u0131n\u0131 yans\u0131tmas\u0131na neden olur. Bu nedenle, e\u011fitim verilerinin dikkatlice se\u00e7ilmesi ve temizlenmesi son derece \u00f6nemlidir.<\/p>\n

D\u00fc\u015f\u00fcnen Modeller: \u00d6\u011frenme Yol Haritas\u0131<\/h2>\n

D\u00fc\u015f\u00fcnen modeller hakk\u0131nda bilgi edinmek isteyenler i\u00e7in kademeli bir \u00f6\u011frenme yol haritas\u0131 sunuyoruz:<\/p>\n

Yeni Ba\u015flayan:<\/strong><\/p>\n

1. Yapay zek\u00e2 ve do\u011fal dil i\u015fleme konular\u0131na giri\u015f yap\u0131n. Temel kavramlar\u0131 \u00f6\u011frenin ve farkl\u0131 yapay zek\u00e2 t\u00fcrlerini inceleyin.
\n2. D\u00fc\u015f\u00fcnen modellerin temel mimarilerini ve i\u015fleyi\u015fini kavray\u0131n. Transformer mimarileri ve dikkat mekanizmas\u0131 hakk\u0131nda bilgi edinin.
\n3. Basit bir d\u00fc\u015f\u00fcnen model kullanarak denemeler yap\u0131n. Online olarak eri\u015filebilen a\u00e7\u0131k kaynak ara\u00e7lar\u0131 ve k\u00fct\u00fcphaneler kullan\u0131n.<\/p>\n

Orta Seviye:<\/strong><\/p>\n

1. Derin \u00f6\u011frenme teknikleri hakk\u0131nda daha fazla bilgi edinin. Sinir a\u011flar\u0131, geri yay\u0131l\u0131m algoritmas\u0131 ve optimizasyon teknikleri gibi konular\u0131 \u00f6\u011frenin.
\n2. Farkl\u0131 d\u00fc\u015f\u00fcnen model t\u00fcrlerini ve uygulamalar\u0131n\u0131 inceleyin. Her bir modelin avantajlar\u0131 ve dezavantajlar\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131n.
\n3. D\u00fc\u015f\u00fcnen modelleri e\u011fitme ve ince ayar yapma i\u015flemlerini \u00f6\u011frenin. A\u00e7\u0131k kaynakl\u0131 veri setleri kullanarak kendi modellerinizi e\u011fitin.<\/p>\n

\u0130leri Seviye:<\/strong><\/p>\n

1. D\u00fc\u015f\u00fcnen modellerin etik ve toplumsal etkileri hakk\u0131nda ara\u015ft\u0131rma yap\u0131n. Yanl\u0131l\u0131k, a\u00e7\u0131klanabilirlik ve g\u00fcvenlik riskleri gibi konulara odaklan\u0131n.
\n2. D\u00fc\u015f\u00fcnen modellerin performans\u0131n\u0131 iyile\u015ftirmek i\u00e7in geli\u015fmi\u015f teknikler \u00f6\u011frenin. Transfer \u00f6\u011frenme, model s\u0131k\u0131\u015ft\u0131rma ve model optimizasyonu gibi konulara odaklan\u0131n.
\n3. D\u00fc\u015f\u00fcnen modellerin yeni uygulamalar\u0131n\u0131 ke\u015ffedin ve kendi ara\u015ft\u0131rma projelerinizi geli\u015ftirin.<\/p>\n

D\u00fc\u015f\u00fcnen Modellerin Gelece\u011fi: Nereye Gidiyoruz?<\/h2>\n

D\u00fc\u015f\u00fcnen modeller, h\u0131zla geli\u015fen bir alan ve gelecekte daha da geli\u015fmi\u015f ve yayg\u0131n olarak kullan\u0131lacaklar. Daha b\u00fcy\u00fck ve daha g\u00fc\u00e7l\u00fc modellerin geli\u015ftirilmesi, yeni uygulamalar\u0131n ortaya \u00e7\u0131kmas\u0131 ve etik sorunlar\u0131n \u00e7\u00f6z\u00fclmesi bekleniyor. Bu geli\u015fmeler, ya\u015fam\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131n\u0131 etkileyecek ve yeni f\u0131rsatlar yaratacakt\u0131r. Ancak, bu teknolojinin sorumlu ve etik bir \u015fekilde kullan\u0131lmas\u0131 son derece \u00f6nemlidir. Daha fazla bilgi i\u00e7in [https:\/\/fatihsoysal.com](https:\/\/fatihsoysal.com) inceleyebilirsiniz.<\/p>\n

S\u0131k\u00e7a Sorulan Sorular<\/h2>\n

1. D\u00fc\u015f\u00fcnen modeller insan zek\u00e2s\u0131na e\u015fit mi?<\/strong> Hay\u0131r, d\u00fc\u015f\u00fcnen modeller insan zek\u00e2s\u0131na e\u015fit de\u011fildir. \u0130nsanlar, karma\u015f\u0131k d\u00fc\u015f\u00fcnme, duygusal zek\u00e2 ve yarat\u0131c\u0131l\u0131k gibi alanlarda d\u00fc\u015f\u00fcnen modellerden daha \u00fcst\u00fcnd\u00fcr.<\/p>\n

2. D\u00fc\u015f\u00fcnen modeller g\u00fcvenilir mi?<\/strong> D\u00fc\u015f\u00fcnen modellerin g\u00fcvenilirli\u011fi, e\u011fitildikleri verilerin kalitesi ve modelin uyguland\u0131\u011f\u0131 g\u00f6reve ba\u011fl\u0131d\u0131r. Yanl\u0131 veriler veya yanl\u0131\u015f kullan\u0131m, g\u00fcvenilirli\u011fi olumsuz etkileyebilir.<\/p>\n

3. D\u00fc\u015f\u00fcnen modellerin maliyeti nedir?<\/strong> D\u00fc\u015f\u00fcnen modellerin maliyeti, modelin b\u00fcy\u00fckl\u00fc\u011f\u00fc, e\u011fitim verilerinin miktar\u0131 ve kullan\u0131lan hesaplama g\u00fcc\u00fcne ba\u011fl\u0131 olarak de\u011fi\u015fir. B\u00fcy\u00fck modellerin e\u011fitimi olduk\u00e7a pahal\u0131 olabilir.<\/p>\n

4. D\u00fc\u015f\u00fcnen modeller i\u015fimi elimden alacak m\u0131?<\/strong> Baz\u0131 i\u015fler d\u00fc\u015f\u00fcnen modeller taraf\u0131ndan otomatikle\u015ftirilebilirken, insan becerilerini gerektiren i\u015fler hala insan eliyle yap\u0131lacakt\u0131r. D\u00fc\u015f\u00fcnen modeller, i\u015fleri daha verimli hale getirmek ve yeni i\u015f f\u0131rsatlar\u0131 yaratmak i\u00e7in kullan\u0131labilir.<\/p>\n

5. D\u00fc\u015f\u00fcnen modellerin gelece\u011fi nedir?<\/strong> D\u00fc\u015f\u00fcnen modellerin gelece\u011fi parlak g\u00f6r\u00fcn\u00fcyor. Daha g\u00fc\u00e7l\u00fc ve daha yetenekli modellerin geli\u015ftirilmesi, yeni uygulamalar\u0131n ortaya \u00e7\u0131kmas\u0131 ve etik sorunlar\u0131n \u00e7\u00f6z\u00fclmesi bekleniyor.<\/p>\n

Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay…","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-29494","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nD\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya<\/title>\n<meta name=\"description\" content=\"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya\" \/>\n<meta property=\"og:description\" content=\"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-14T02:30:26+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya\",\"datePublished\":\"2025-09-14T02:30:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\"},\"wordCount\":1614,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\",\"name\":\"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-14T02:30:26+00:00\",\"description\":\"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya","description":"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/","og_locale":"tr_TR","og_type":"article","og_title":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya","og_description":"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.","og_url":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-14T02:30:26+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"8 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya","datePublished":"2025-09-14T02:30:26+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/"},"wordCount":1614,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/","url":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/","name":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-14T02:30:26+00:00","description":"Bir zamanlar sadece kelime tahmini yapan basit algoritmalardan ibaret olan yapay zek\u00e2, bug\u00fcn karma\u015f\u0131k d\u00fc\u015f\u00fcnme s\u00fcre\u00e7lerini taklit edebilen geli\u015fmi\u015f \u201cd\u00fc\u015f\u00fcnen modeller\u201d haline geldi. Bu d\u00f6n\u00fc\u015f\u00fcm, do\u011fal dil i\u015fleme alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7arken, ayn\u0131 zamanda etik ve pratik bir\u00e7ok soruyu da beraberinde getiriyor. Bu makalede, d\u00fc\u015f\u00fcnen modellerin evrimini, i\u015fleyi\u015fini, uygulamalar\u0131n\u0131 ve gelece\u011fini detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131z.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/dusunen-modeller-kelime-tahmininden-dusunce-ortagi-olmaya\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"D\u00fc\u015f\u00fcnen Modeller: Kelime Tahmininden D\u00fc\u015f\u00fcnce Orta\u011f\u0131 Olmaya"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/29494","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=29494"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/29494\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=29494"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=29494"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=29494"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}