{"id":29798,"date":"2025-09-19T21:30:24","date_gmt":"2025-09-19T18:30:24","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/"},"modified":"2025-09-19T21:30:24","modified_gmt":"2025-09-19T18:30:24","slug":"pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/","title":{"rendered":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?"},"content":{"rendered":"

PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?<\/p>\n

Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.<\/p>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131: Temel Kavramlar<\/h2>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131, \u00e7e\u015fitli teknolojileri bir araya getiren bir platformdur. Bu teknolojiler aras\u0131nda b\u00fcy\u00fck veri y\u00f6netimi, makine \u00f6\u011frenmesi (ML), derin \u00f6\u011frenme (DL), y\u00fcksek performansl\u0131 hesaplama (HPC) ve bulut bili\u015fim yer almaktad\u0131r. Ba\u015flang\u0131\u00e7ta, akci\u011fer fibrozisinin karma\u015f\u0131k do\u011fas\u0131n\u0131 anlamak ve bu hastal\u0131\u011f\u0131 modellemek i\u00e7in gerekli olan temel kavramlar\u0131 a\u00e7\u0131klamak \u00f6nemlidir. PF, akci\u011fer dokusunun ilerleyici olarak yara dokusuna d\u00f6n\u00fc\u015fmesiyle karakterize edilen kronik bir hastal\u0131kt\u0131r. Bu s\u00fcre\u00e7, nefes darl\u0131\u011f\u0131, \u00f6ks\u00fcr\u00fck ve yorgunluk gibi semptomlara yol a\u00e7ar. Hastal\u0131\u011f\u0131n kesin nedeni bilinmemekle birlikte, genetik yatk\u0131nl\u0131k, \u00e7evresel fakt\u00f6rler ve baz\u0131 ila\u00e7lar\u0131n yan etkileri rol oynayabilir. Bu nedenle, PF ara\u015ft\u0131rmas\u0131nda \u00e7oklu disiplinli bir yakla\u015f\u0131m benimsenmesi gerekir. Bu platform, bu karma\u015f\u0131k etkile\u015fimleri modelleyerek ve sim\u00fcle ederek yeni tedavi yollar\u0131n\u0131n ke\u015ffini h\u0131zland\u0131rmay\u0131 ama\u00e7lamaktad\u0131r.<\/p>\n

Veri Y\u00f6netimi: Nas\u0131l B\u00fcy\u00fck Veri Setlerini Etkin \u015eekilde Y\u00f6netirsiniz?<\/h2>\n

PF ara\u015ft\u0131rmas\u0131, t\u0131bbi g\u00f6r\u00fcnt\u00fcler (\u00f6rne\u011fin, BT taramalar\u0131, akci\u011fer fonksiyon testleri), genetik veriler ve hasta kay\u0131tlar\u0131 gibi \u00e7e\u015fitli b\u00fcy\u00fck veri setlerini i\u00e7erir. Bu verileri etkin bir \u015fekilde y\u00f6netmek ve analiz etmek i\u00e7in, \u00f6l\u00e7eklenebilir bir veri altyap\u0131s\u0131 kurmak esast\u0131r. Bu ba\u011flamda, bulut tabanl\u0131 depolama \u00e7\u00f6z\u00fcmleri (\u00f6rne\u011fin, Amazon S3, Google Cloud Storage) tercih edilmelidir. Veri g\u00fcvenli\u011fi ve gizlili\u011fine \u00f6ncelik verilmeli ve GDPR gibi ilgili d\u00fczenlemelere uyulmal\u0131d\u0131r. Veri temizleme, i\u015fleme ve etiketleme i\u015flemlerinin otomatikle\u015ftirilmesi i\u00e7in \u00f6zel ara\u00e7lar ve i\u015f ak\u0131\u015flar\u0131 geli\u015ftirilmi\u015ftir. \u00d6rne\u011fin, t\u0131bbi g\u00f6r\u00fcnt\u00fc verilerinin \u00f6n i\u015flenmesi i\u00e7in TensorFlow veya PyTorch gibi derin \u00f6\u011frenme k\u00fct\u00fcphaneleri kullan\u0131lm\u0131\u015ft\u0131r. Bu, hatal\u0131 verilerin temizlenmesini, eksik verilerin doldurulmas\u0131n\u0131 ve verilerin makine \u00f6\u011frenmesi modellerine uygulanabilir hale getirilmesini i\u00e7erir.<\/p>\n

Veri G\u00f6rselle\u015ftirme ve Analizi: Verilerinizden Anlaml\u0131 Sonu\u00e7lar \u00c7\u0131karman\u0131n Yollar\u0131<\/h3>\n

Toplanan b\u00fcy\u00fck miktardaki verinin anlamland\u0131r\u0131lmas\u0131 ve yorumlanmas\u0131 i\u00e7in g\u00fc\u00e7l\u00fc g\u00f6rselle\u015ftirme ara\u00e7lar\u0131 kullan\u0131lm\u0131\u015ft\u0131r. Tableau ve Power BI gibi ara\u00e7lar, karma\u015f\u0131k verileri kolayca anla\u015f\u0131l\u0131r grafikler ve tablolar halinde sunmak i\u00e7in kullan\u0131lm\u0131\u015f ve bu sayede ara\u015ft\u0131rmac\u0131lar verilerdeki kal\u0131plar\u0131 ve e\u011filimleri daha kolay tespit edebilmi\u015flerdir. Bu ad\u0131mda, verilerin g\u00f6rselle\u015ftirilmesi, analizi ve yorumlanmas\u0131 a\u015famalar\u0131 hakk\u0131nda ayr\u0131nt\u0131l\u0131 bilgiler verilmi\u015ftir. Veri g\u00f6rselle\u015ftirme, ara\u015ft\u0131rmac\u0131lar\u0131n verilerdeki gizli \u00f6r\u00fcnt\u00fcleri ke\u015ffetmesine ve anlaml\u0131 sonu\u00e7lar \u00e7\u0131karmas\u0131na yard\u0131mc\u0131 olur. <\/p>\n

Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme Modelleri: PF'i Anlamak \u0130\u00e7in Nas\u0131l Kullan\u0131l\u0131r?<\/h2>\n

PF'i anlamak ve yeni tedavi y\u00f6ntemleri geli\u015ftirmek i\u00e7in \u00e7e\u015fitli ML ve DL modelleri uygulanm\u0131\u015ft\u0131r. \u00d6rne\u011fin, hastal\u0131\u011f\u0131n ilerlemesini tahmin etmek i\u00e7in geriye yay\u0131l\u0131ml\u0131 sinir a\u011flar\u0131 (RNN) ve hastal\u0131\u011f\u0131n erken te\u015fhisi i\u00e7in evri\u015fimli sinir a\u011flar\u0131 (CNN) kullan\u0131lm\u0131\u015ft\u0131r. Model e\u011fitimi i\u00e7in y\u00fcksek performansl\u0131 GPU k\u00fcmeleri kullan\u0131lm\u0131\u015f ve modellerin do\u011frulu\u011fu ve performans\u0131 d\u00fczenli olarak de\u011ferlendirilmi\u015ftir. Model performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in kullan\u0131lan metrikler aras\u0131nda hassasiyet, \u00f6zg\u00fcll\u00fck, F1 skoru ve ROC e\u011frisi alt\u0131nda kalan alan (AUC) yer alm\u0131\u015ft\u0131r. Bu de\u011ferlendirme sonu\u00e7lar\u0131, modellerin iyile\u015ftirilmesi ve daha iyi sonu\u00e7lar\u0131n elde edilmesi i\u00e7in kullan\u0131lm\u0131\u015ft\u0131r. Model performans\u0131n\u0131 art\u0131rmak i\u00e7in hiperparametre optimizasyonu teknikleri uygulanm\u0131\u015ft\u0131r.<\/p>\n

Model Se\u00e7imi ve De\u011ferlendirmesi: Do\u011fru Modeli Nas\u0131l Se\u00e7ersiniz ve Performans\u0131n\u0131 Nas\u0131l \u00d6l\u00e7ersiniz?<\/h3>\n

Bir\u00e7ok farkl\u0131 ML ve DL modeli mevcuttur. Do\u011fru modelin se\u00e7imi, ara\u015ft\u0131rma sorusuna ve verilerin \u00f6zelliklerine ba\u011fl\u0131d\u0131r. \u00d6rne\u011fin, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 i\u00e7in CNN'ler, zaman serisi analizi i\u00e7in RNN'ler daha uygundur. Model performans\u0131, farkl\u0131 metrikler kullan\u0131larak de\u011ferlendirilir. Hassasiyet, \u00f6zg\u00fcll\u00fck, F1 skoru ve AUC gibi metrikler, modelin performans\u0131n\u0131n farkl\u0131 y\u00f6nlerini de\u011ferlendirmek i\u00e7in kullan\u0131l\u0131r. Model se\u00e7imi ve de\u011ferlendirmesi hakk\u0131nda daha detayl\u0131 bilgiler i\u00e7in, Fatih Soysal'\u0131n makalesine (https:\/\/fatihsoysal.com<\/a>) bakabilirsiniz.<\/p>\n

Y\u00fcksek Performansl\u0131 Hesaplama (HPC): Sim\u00fclasyonlar\u0131 H\u0131zland\u0131rman\u0131n Yollar\u0131<\/h2>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131, karma\u015f\u0131k biyolojik s\u00fcre\u00e7leri sim\u00fcle etmek i\u00e7in HPC kaynaklar\u0131ndan yararlan\u0131r. Bu sim\u00fclasyonlar, ila\u00e7 ke\u015ffi ve tedavi stratejilerinin optimize edilmesi i\u00e7in gereklidir. HPC k\u00fcmeleri, paralel hesaplama yetenekleri sayesinde bu sim\u00fclasyonlar\u0131n h\u0131zland\u0131r\u0131lmas\u0131na olanak tan\u0131r. Bu b\u00f6l\u00fcmde, kullan\u0131lan HPC altyap\u0131s\u0131 ve sim\u00fclasyonlar\u0131n nas\u0131l y\u00fcr\u00fct\u00fcld\u00fc\u011f\u00fc hakk\u0131nda ayr\u0131nt\u0131l\u0131 bilgiler verilmi\u015ftir. \u00d6rne\u011fin, hangi yaz\u0131l\u0131m ve donan\u0131m\u0131n kullan\u0131ld\u0131\u011f\u0131, sim\u00fclasyonlar\u0131n paralel olarak nas\u0131l \u00e7al\u0131\u015ft\u0131r\u0131ld\u0131\u011f\u0131 ve sonu\u00e7lar\u0131n nas\u0131l analiz edildi\u011fi a\u00e7\u0131klanm\u0131\u015ft\u0131r. Ayr\u0131ca, farkl\u0131 HPC altyap\u0131lar\u0131n\u0131n performans kar\u015f\u0131la\u015ft\u0131rmalar\u0131 yap\u0131lm\u0131\u015ft\u0131r.<\/p>\n

Bulut Bili\u015fim: \u00d6l\u00e7eklenebilirlik ve Eri\u015fim Nas\u0131l Sa\u011flan\u0131r?<\/h2>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131, bulut bili\u015fim platformlar\u0131n\u0131 kullanarak \u00f6l\u00e7eklenebilirlik ve eri\u015filebilirlik sa\u011flar. Amazon Web Services (AWS), Google Cloud Platform (GCP) veya Microsoft Azure gibi bulut platformlar\u0131, ara\u015ft\u0131rmac\u0131lar\u0131n ihtiya\u00e7 duyduklar\u0131 hesaplama g\u00fcc\u00fcne ve depolama alan\u0131na iste\u011fe ba\u011fl\u0131 olarak eri\u015fmelerine olanak tan\u0131r. Bu, ara\u015ft\u0131rma s\u00fcrecinin h\u0131zland\u0131r\u0131lmas\u0131na ve maliyetlerin azalt\u0131lmas\u0131na yard\u0131mc\u0131 olur. Bulut tabanl\u0131 platformlar, ayn\u0131 zamanda, farkl\u0131 co\u011frafi b\u00f6lgelerdeki ara\u015ft\u0131rmac\u0131lar aras\u0131nda i\u015fbirli\u011fini kolayla\u015ft\u0131r\u0131r. Bu b\u00f6l\u00fcmde, kullan\u0131lan bulut platformunun \u00f6zellikleri, g\u00fcvenlik \u00f6nlemleri ve maliyet optimizasyon stratejileri ayr\u0131nt\u0131l\u0131 olarak a\u00e7\u0131klanm\u0131\u015ft\u0131r.<\/p>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131: Vaka Analizi<\/h2>\n

Bu b\u00f6l\u00fcmde, PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131n kullan\u0131ld\u0131\u011f\u0131 ger\u00e7ek d\u00fcnya senaryolar\u0131na ili\u015fkin vaka analizleri sunulmaktad\u0131r. \u00d6rne\u011fin, bir vaka analizi, laboratuvar\u0131n yeni bir PF ilac\u0131n\u0131n etkinli\u011fini ve g\u00fcvenli\u011fini de\u011ferlendirmek i\u00e7in nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6sterebilir. Di\u011fer bir vaka analizi ise, laboratuvar\u0131n PF'in erken te\u015fhisine y\u00f6nelik yeni bir g\u00f6r\u00fcnt\u00fcleme tekni\u011finin geli\u015ftirilmesinde nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6sterir. Bu vaka analizleri, platformun ger\u00e7ek d\u00fcnya uygulamalar\u0131na \u00f6rnekler sa\u011flayarak, platformun kullan\u0131m\u0131n\u0131n farkl\u0131 alanlar\u0131n\u0131 ve potansiyel faydalar\u0131n\u0131 g\u00f6stermeyi ama\u00e7lar.<\/p>\n

\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n

Yeni Ba\u015flayanlar \u0130\u00e7in:<\/h3>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 anlamak i\u00e7in \u00f6ncelikle temel makine \u00f6\u011frenmesi ve veri bilimi kavramlar\u0131n\u0131 \u00f6\u011frenmelisiniz. Online kurslar, e\u011fitim kitaplar\u0131 ve \u00e7evrimi\u00e7i kaynaklar bu konuda size yard\u0131mc\u0131 olabilir. Python programlama dilini \u00f6\u011frenmeniz ve pandas, scikit-learn gibi k\u00fct\u00fcphanelere hakim olman\u0131z faydal\u0131 olacakt\u0131r.<\/p>\n

Orta Seviye:<\/h3>\n

Orta seviyede, derin \u00f6\u011frenme modelleri ve y\u00fcksek performansl\u0131 hesaplama kavramlar\u0131na odaklanmal\u0131s\u0131n\u0131z. TensorFlow veya PyTorch gibi derin \u00f6\u011frenme k\u00fct\u00fcphanelerini kullanarak modeller geli\u015ftirmeyi \u00f6\u011frenin. Bulut bili\u015fim platformlar\u0131n\u0131n kullan\u0131m\u0131n\u0131 ve veri g\u00f6rselle\u015ftirme tekniklerini \u00f6\u011frenmeniz faydal\u0131 olacakt\u0131r.<\/p>\n

\u0130leri Seviye:<\/h3>\n

\u0130leri seviyede, daha karma\u015f\u0131k modeller geli\u015ftirmek, model optimizasyonu teknikleri uygulamak ve HPC k\u00fcmelerini etkin bir \u015fekilde kullanmak \u00fczere uzmanla\u015fmal\u0131s\u0131n\u0131z. Ayr\u0131ca, b\u00fcy\u00fck veri y\u00f6netimi, veri g\u00fcvenli\u011fi ve etik konular\u0131 hakk\u0131nda derinlemesine bilgi sahibi olmal\u0131s\u0131n\u0131z.<\/p>\n

Sonu\u00e7<\/h2>\n

PF-AI Sim\u00fclasyon Laboratuvar\u0131, akci\u011fer fibrozisi ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Bu platform, b\u00fcy\u00fck veri y\u00f6netimi, ML\/DL modelleme ve HPC sim\u00fclasyonlar\u0131n\u0131 bir araya getirerek ara\u015ft\u0131rmac\u0131lara yeni ila\u00e7lar ve tedavi stratejileri geli\u015ftirmek i\u00e7in gerekli ara\u00e7lar\u0131 sa\u011flar. Ancak, veri gizlili\u011fi ve g\u00fcvenli\u011fi konusunda her zaman dikkatli olmak ve ilgili d\u00fczenlemelere uymak \u00f6nemlidir. Daha fazla bilgi i\u00e7in (https:\/\/fatihsoysal.com<\/a>) inceleyebilirsiniz.<\/p>\n

S\u0131k\u00e7a Sorulan Sorular<\/h3>\n
    \n
  • PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 kimler kullanabilir?<\/strong> Akci\u011fer fibrozisi ara\u015ft\u0131rmas\u0131 yapan bilim insanlar\u0131, doktorlar ve ara\u015ft\u0131rmac\u0131lar bu platformdan faydalanabilir.<\/li>\n
  • Platformun maliyeti nedir?<\/strong> Maliyet, kullan\u0131lan bulut kaynaklar\u0131na ve di\u011fer altyap\u0131 gereksinimlerine ba\u011fl\u0131d\u0131r.<\/li>\n
  • Platformun g\u00fcvenli\u011fi nas\u0131l sa\u011flanmaktad\u0131r?<\/strong> G\u00fcvenlik, veri \u015fifreleme, eri\u015fim kontrol\u00fc ve di\u011fer g\u00fcvenlik \u00f6nlemleriyle sa\u011flanmaktad\u0131r.<\/li>\n
  • Platformun \u00f6l\u00e7eklenebilirli\u011fi nas\u0131l?<\/strong> Bulut tabanl\u0131 mimarisi sayesinde, platform iste\u011fe ba\u011fl\u0131 olarak \u00f6l\u00e7eklendirilebilir.<\/li>\n
  • Platform hangi programlama dillerini destekliyor?<\/strong> \u00d6ncelikle Python kullan\u0131lmaktad\u0131r.<\/li>\n<\/ul>\n

    Yazar: Fatih Soysal<\/p>\n<\/pre>\n

    <\/code><\/p>\n","protected":false},"excerpt":{"rendered":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur? Akci\u011fer…","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":[1342],"tags":[],"class_list":{"0":"post-29798","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-ai","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nPF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?<\/title>\n<meta name=\"description\" content=\"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.\" \/>\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\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?\" \/>\n<meta property=\"og:description\" content=\"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-19T18:30:24+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\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?\",\"datePublished\":\"2025-09-19T18:30:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\"},\"wordCount\":1654,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"articleSection\":[\"AI\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\",\"name\":\"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-19T18:30:24+00:00\",\"description\":\"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?\"}]},{\"@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":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?","description":"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.","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\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/","og_locale":"tr_TR","og_type":"article","og_title":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?","og_description":"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.","og_url":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-19T18:30:24+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\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?","datePublished":"2025-09-19T18:30:24+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/"},"wordCount":1654,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"articleSection":["AI"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/","url":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/","name":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-19T18:30:24+00:00","description":"Akci\u011fer fibrozisi (PF), tedavisi zor ve ya\u015fam\u0131 tehdit eden bir hastal\u0131kt\u0131r. Erken te\u015fhis ve etkili tedavi stratejilerinin geli\u015ftirilmesi i\u00e7in yeni y\u00f6ntemler bulmak hayati \u00f6nem ta\u015f\u0131maktad\u0131r. Bu makalede, PF ara\u015ft\u0131rmas\u0131n\u0131 h\u0131zland\u0131rmak i\u00e7in tasarlanm\u0131\u015f tam y\u0131\u011f\u0131nl\u0131 bir yapay zeka (AI) ara\u015ft\u0131rma platformu olan PF-AI Sim\u00fclasyon Laboratuvar\u0131'n\u0131 nas\u0131l in\u015fa etti\u011fimizi ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu platform, b\u00fcy\u00fck veri setlerinin analizinden karma\u015f\u0131k sim\u00fclasyonlar\u0131n y\u00fcr\u00fct\u00fclmesine kadar geni\u015f bir yelpazede ara\u015ft\u0131rmac\u0131lara destek sa\u011flamaktad\u0131r.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/pf-ai-simulasyon-laboratuvari-akciger-fibrozisi-kesfini-hizlandirmak-icin-tam-yiginli-bir-yapay-zeka-arastirma-platformu-nasil-kurulur\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"PF-AI Sim\u00fclasyon Laboratuvar\u0131: Akci\u011fer Fibrozisi Ke\u015ffini H\u0131zland\u0131rmak \u0130\u00e7in Tam Y\u0131\u011f\u0131nl\u0131 Bir Yapay Zeka Ara\u015ft\u0131rma Platformu Nas\u0131l Kurulur?"}]},{"@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\/29798","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=29798"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/29798\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=29798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=29798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=29798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}