{"id":40539,"date":"2026-02-27T15:30:32","date_gmt":"2026-02-27T12:30:32","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/"},"modified":"2026-02-27T15:30:32","modified_gmt":"2026-02-27T12:30:32","slug":"takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/","title":{"rendered":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?"},"content":{"rendered":"<h2>Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?<\/h2>\n<p>Yapay zeka (YZ) teknolojileri, g\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda rekabet avantaj\u0131 sa\u011flaman\u0131n ve operasyonel verimlili\u011fi art\u0131rman\u0131n anahtar\u0131 olarak kabul ediliyor. Ancak, YZ \u00e7\u00f6z\u00fcmlerini bir tak\u0131ma entegre etmek bir ba\u015flang\u0131\u00e7t\u0131r; as\u0131l zorluk, bu entegrasyonun ger\u00e7ekten beklenen faydalar\u0131 sa\u011flay\u0131p sa\u011flamad\u0131\u011f\u0131n\u0131 anlamakt\u0131r. Tak\u0131m\u0131n\u0131zda yapay zekan\u0131n sadece &#8220;var&#8221; olmas\u0131n\u0131n \u00f6tesine ge\u00e7erek, somut de\u011fer yarat\u0131p yaratmad\u0131\u011f\u0131n\u0131 nas\u0131l \u00f6l\u00e7ebilir ve kan\u0131tlayabilirsiniz? Bu makale, YZ&#8217;nin etkinli\u011fini de\u011ferlendirmek i\u00e7in kapsaml\u0131 bir \u00e7er\u00e7eve sunmaktad\u0131r.<\/p>\n<h2>Yapay Zeka Entegrasyonunda Temel Beklentiler ve Hedefler<\/h2>\n<p>Bir yapay zeka \u00e7\u00f6z\u00fcm\u00fcn\u00fc tak\u0131m\u0131n\u0131za dahil etmeden \u00f6nce, neyi ba\u015farmay\u0131 hedefledi\u011finizi net bir \u015fekilde tan\u0131mlamak kritik \u00f6neme sahiptir. Belirsiz hedefler, \u00f6l\u00e7\u00fclemez sonu\u00e7lar do\u011furur.<\/p>\n<h3>\u0130\u015f S\u00fcre\u00e7lerinde Verimlilik Art\u0131\u015f\u0131<\/h3>\n<p>Yapay zekan\u0131n en yayg\u0131n beklentilerinden biri, tekrarlayan ve zaman al\u0131c\u0131 g\u00f6revleri otomatikle\u015ftirerek veya optimize ederek i\u015f s\u00fcre\u00e7lerinde verimlilik sa\u011flamas\u0131d\u0131r. Bu, manuel hatalar\u0131 azaltabilir ve \u00e7al\u0131\u015fanlar\u0131n daha stratejik g\u00f6revlere odaklanmas\u0131na olanak tan\u0131r.<\/p>\n<h3>Maliyet Azaltma ve Kaynak Optimizasyonu<\/h3>\n<p>YZ, insan g\u00fcc\u00fcne olan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 azaltarak, enerji t\u00fcketimini optimize ederek veya hammadde israf\u0131n\u0131 \u00f6nleyerek maliyetleri d\u00fc\u015f\u00fcrme potansiyeline sahiptir. Kaynaklar\u0131n daha ak\u0131ll\u0131ca kullan\u0131lmas\u0131, uzun vadede \u00f6nemli tasarruflar sa\u011flayabilir.<\/p>\n<h3>Karar Alma S\u00fcre\u00e7lerinin \u0130yile\u015ftirilmesi<\/h3>\n<p>B\u00fcy\u00fck veri k\u00fcmelerini analiz ederek ve karma\u015f\u0131k \u00f6r\u00fcnt\u00fcleri ortaya \u00e7\u0131kararak, yapay zeka daha bilin\u00e7li ve veri odakl\u0131 kararlar al\u0131nmas\u0131na yard\u0131mc\u0131 olabilir. Bu, riskleri azalt\u0131rken f\u0131rsatlar\u0131 daha iyi de\u011ferlendirmeyi sa\u011flar.<\/p>\n<h3>M\u00fc\u015fteri Deneyiminin Geli\u015ftirilmesi<\/h3>\n<p>Ki\u015fiselle\u015ftirilmi\u015f \u00f6neriler, h\u0131zl\u0131 m\u00fc\u015fteri hizmetleri yan\u0131tlar\u0131 (chatbotlar arac\u0131l\u0131\u011f\u0131yla) veya tahminci analizlerle m\u00fc\u015fteri ihtiya\u00e7lar\u0131n\u0131 \u00f6ng\u00f6rme gibi yetenekler, m\u00fc\u015fteri memnuniyetini ve sadakatini art\u0131rabilir.<\/p>\n<h2>Performans Metriklerinin Belirlenmesi ve \u00d6l\u00e7\u00fclmesi<\/h2>\n<p>Yapay zekan\u0131n etkinli\u011fini anlamak i\u00e7in somut ve \u00f6l\u00e7\u00fclebilir metrikler belirlemek elzemdir. Bu metrikler, YZ&#8217;nin hedeflenen alanlarda ne kadar ba\u015far\u0131l\u0131 oldu\u011funu g\u00f6sterir.<\/p>\n<h3>Nicel (Kantitatif) Metrikler<\/h3>\n<p>Say\u0131sal olarak ifade edilebilen ve do\u011frudan \u00f6l\u00e7\u00fclebilen metriklerdir. Bunlar, YZ&#8217;nin i\u015f s\u00fcre\u00e7leri \u00fczerindeki somut etkisini g\u00f6sterir.<\/p>\n<ul>\n<li><strong>\u0130\u015flem S\u00fcresi K\u0131saltmas\u0131:<\/strong> Bir g\u00f6revin tamamlanma s\u00fcresindeki y\u00fczde ka\u00e7l\u0131k d\u00fc\u015f\u00fc\u015f. \u00d6rne\u011fin, bir fatura i\u015fleme s\u00fcresinin 10 dakikadan 2 dakikaya inmesi.<\/li>\n<li><strong>Hata Oran\u0131 D\u00fc\u015f\u00fc\u015f\u00fc:<\/strong> YZ \u00f6ncesi ve sonras\u0131 manuel veya otomatikle\u015ftirilmi\u015f s\u00fcre\u00e7lerdeki hata say\u0131s\u0131ndaki azalma.<\/li>\n<li><strong>Gelir Art\u0131\u015f\u0131:<\/strong> YZ destekli ki\u015fiselle\u015ftirme veya sat\u0131\u015f tahminleri sayesinde elde edilen ek gelir.<\/li>\n<li><strong>Maliyet Azalmas\u0131:<\/strong> YZ&#8217;nin otomasyon veya optimizasyon yoluyla sa\u011flad\u0131\u011f\u0131 do\u011frudan maliyet tasarrufu.<\/li>\n<li><strong>\u00dcretim Verimlili\u011fi:<\/strong> Birim zamanda \u00fcretilen \u00e7\u0131kt\u0131 miktar\u0131ndaki art\u0131\u015f.<\/li>\n<\/ul>\n<h3>Nitel (Kalitatif) Metrikler<\/h3>\n<p>Do\u011frudan say\u0131sal olmayan ancak anketler, geri bildirimler ve g\u00f6zlemler yoluyla de\u011ferlendirilebilen metriklerdir. Bunlar, YZ&#8217;nin insan deneyimi \u00fczerindeki etkisini yans\u0131t\u0131r.<\/p>\n<ul>\n<li><strong>\u00c7al\u0131\u015fan Memnuniyeti:<\/strong> YZ&#8217;nin rutin g\u00f6revleri \u00fcstlenmesiyle \u00e7al\u0131\u015fanlar\u0131n daha de\u011ferli i\u015flere y\u00f6nelmesi sonucu artan memnuniyet.<\/li>\n<li><strong>M\u00fc\u015fteri Geri Bildirimleri:<\/strong> YZ destekli hizmetler sonras\u0131 m\u00fc\u015fteri memnuniyet anketlerindeki puanlar ve yorumlar.<\/li>\n<li><strong>Karar Kalitesi:<\/strong> YZ taraf\u0131ndan sa\u011flanan i\u00e7g\u00f6r\u00fclerle al\u0131nan kararlar\u0131n sonu\u00e7lar\u0131ndaki iyile\u015fme.<\/li>\n<li><strong>\u0130novasyon H\u0131z\u0131:<\/strong> YZ&#8217;nin yeni \u00fcr\u00fcn veya hizmet geli\u015ftirme s\u00fcre\u00e7lerine katk\u0131s\u0131.<\/li>\n<\/ul>\n<h3>Temel Performans G\u00f6stergeleri (KPI&#8217;lar) ve Hedef Belirleme<\/h3>\n<p>Belirlenen nicel ve nitel metrikler \u00fczerinden spesifik, \u00f6l\u00e7\u00fclebilir, ula\u015f\u0131labilir, ilgili ve zamana ba\u011fl\u0131 (SMART) KPI&#8217;lar olu\u015fturulmal\u0131d\u0131r. Her YZ projesi i\u00e7in ba\u015flang\u0131\u00e7 ve hedef de\u011ferler belirlenmeli, d\u00fczenli olarak izlenmelidir.<\/p>\n<p><strong>\u00d6rnek KPI Tablosu:<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>Hedef Alan\u0131<\/th>\n<th>KPI<\/th>\n<th>Mevcut Durum (YZ \u00d6ncesi)<\/th>\n<th>Hedef (YZ Sonras\u0131)<\/th>\n<th>\u00d6l\u00e7\u00fcm Periyodu<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Operasyonel Verimlilik<\/td>\n<td>Manuel veri giri\u015fi s\u00fcresi<\/td>\n<td>Ort. 15 dk\/kay\u0131t<\/td>\n<td>Ort. 3 dk\/kay\u0131t<\/td>\n<td>Ayl\u0131k<\/td>\n<\/tr>\n<tr>\n<td>M\u00fc\u015fteri Hizmetleri<\/td>\n<td>\u0130lk temasta \u00e7\u00f6z\u00fcm oran\u0131<\/td>\n<td>%60<\/td>\n<td>%85<\/td>\n<td>Haftal\u0131k<\/td>\n<\/tr>\n<tr>\n<td>Maliyet Azaltma<\/td>\n<td>Enerji t\u00fcketimi<\/td>\n<td>X kWh\/ay<\/td>\n<td>X &#8211; %15 kWh\/ay<\/td>\n<td>Ayl\u0131k<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Veri Odakl\u0131 De\u011ferlendirme ve Analiz Y\u00f6ntemleri<\/h2>\n<p>YZ&#8217;nin performans\u0131n\u0131 objektif bir \u015fekilde de\u011ferlendirmek i\u00e7in sa\u011flam veri analizi y\u00f6ntemleri kullanmak gerekir. Bu, YZ&#8217;nin ger\u00e7ek etkisini ortaya koyar.<\/p>\n<h3>A\/B Testleri ve Kontrol Gruplar\u0131<\/h3>\n<p>YZ destekli bir \u00e7\u00f6z\u00fcm\u00fcn etkisini izole etmek i\u00e7in en etkili y\u00f6ntemlerden biridir. Bir grup (A grubu) YZ \u00e7\u00f6z\u00fcm\u00fcn\u00fc kullan\u0131rken, di\u011fer bir grup (B grubu) eski y\u00f6ntemi kullanmaya devam eder. Belirlenen KPI&#8217;lardaki farklar, YZ&#8217;nin do\u011frudan etkisini g\u00f6sterir.<\/p>\n<p><strong>\u00d6rnek Senaryo:<\/strong><\/p>\n<ul>\n<li><strong>Kontrol Grubu:<\/strong> M\u00fc\u015fteri hizmetleri temsilcileri, manuel olarak s\u0131k\u00e7a sorulan sorular\u0131 yan\u0131tlar.<\/li>\n<li><strong>Test Grubu:<\/strong> M\u00fc\u015fteri hizmetleri temsilcileri, YZ destekli bir chatbot taraf\u0131ndan haz\u0131rlanan taslak yan\u0131tlar\u0131 kullan\u0131r veya chatbot do\u011frudan m\u00fc\u015fteriye yan\u0131t verir.<\/li>\n<li><strong>\u00d6l\u00e7\u00fclen KPI:<\/strong> Ortalama yan\u0131t s\u00fcresi, ilk temasta \u00e7\u00f6z\u00fcm oran\u0131.<\/li>\n<\/ul>\n<h3>Geriye D\u00f6n\u00fck Analiz (Retrospective Analysis)<\/h3>\n<p>YZ \u00e7\u00f6z\u00fcm\u00fcn\u00fcn devreye al\u0131nmas\u0131ndan \u00f6nceki ve sonraki d\u00f6nemlerin verilerini kar\u015f\u0131la\u015ft\u0131rmakt\u0131r. Bu, uzun vadeli trendleri ve YZ&#8217;nin zaman i\u00e7indeki etkisini anlamak i\u00e7in faydal\u0131d\u0131r.<\/p>\n<h3>Ger\u00e7ek Zamanl\u0131 \u0130zleme ve Panolar (Dashboards)<\/h3>\n<p>YZ sistemlerinin performans\u0131n\u0131 ve etkisini s\u00fcrekli olarak izlemek i\u00e7in interaktif panolar olu\u015fturulmal\u0131d\u0131r. Bu panolar, belirlenen KPI&#8217;lar\u0131 anl\u0131k olarak g\u00f6sterir ve anormalliklerin h\u0131zla tespit edilmesini sa\u011flar.<\/p>\n<p><strong>\u00d6rnek Veri Panosu Bile\u015fenleri:<\/strong><\/p>\n<ul>\n<li>\u0130\u015flenen g\u00f6rev say\u0131s\u0131<\/li>\n<li>Hata oran\u0131<\/li>\n<li>Ortalama i\u015flem s\u00fcresi<\/li>\n<li>Kullan\u0131c\u0131 geri bildirim skorlar\u0131<\/li>\n<li>Kaynak t\u00fcketimi (CPU, bellek)<\/li>\n<\/ul>\n<h3>Veri G\u00f6rselle\u015ftirme Ara\u00e7lar\u0131 Kullan\u0131m\u0131<\/h3>\n<p>Karma\u015f\u0131k verileri anla\u015f\u0131l\u0131r grafikler ve tablolarla sunmak, payda\u015flar\u0131n YZ&#8217;nin performans\u0131n\u0131 h\u0131zl\u0131ca kavramas\u0131na yard\u0131mc\u0131 olur. Tableau, Power BI, Grafana gibi ara\u00e7lar bu konuda olduk\u00e7a etkilidir.<\/p>\n<h2>Yapay Zeka Sistemlerinin G\u00fcvenilirli\u011fi ve \u015eeffafl\u0131\u011f\u0131<\/h2>\n<p>Bir YZ sisteminin &#8220;\u00e7al\u0131\u015f\u0131p \u00e7al\u0131\u015fmad\u0131\u011f\u0131n\u0131&#8221; anlamak sadece \u00e7\u0131kt\u0131lar\u0131na bakmakla kalmaz, ayn\u0131 zamanda bu \u00e7\u0131kt\u0131lar\u0131n ne kadar g\u00fcvenilir ve a\u00e7\u0131klanabilir oldu\u011funu da de\u011ferlendirmeyi gerektirir.<\/p>\n<h3>Model Do\u011frulu\u011fu ve Tutarl\u0131l\u0131\u011f\u0131<\/h3>\n<p>YZ modellerinin tahminlerinin veya s\u0131n\u0131fland\u0131rmalar\u0131n\u0131n ne kadar do\u011fru oldu\u011funu d\u00fczenli olarak test etmek \u00f6nemlidir. Modelin zamanla performans\u0131n\u0131n d\u00fc\u015fmemesi (model drift) i\u00e7in tutarl\u0131l\u0131k kontrolleri yap\u0131lmal\u0131d\u0131r.<\/p>\n<ul>\n<li><strong>Do\u011fruluk (Accuracy):<\/strong> Modelin do\u011fru tahmin yapma oran\u0131.<\/li>\n<li><strong>Kesinlik (Precision) ve Duyarl\u0131l\u0131k (Recall):<\/strong> \u00d6zellikle s\u0131n\u0131fland\u0131rma g\u00f6revlerinde yanl\u0131\u015f pozitif ve yanl\u0131\u015f negatiflerin dengesini g\u00f6sterir.<\/li>\n<li><strong>F1 Skoru:<\/strong> Kesinlik ve duyarl\u0131l\u0131\u011f\u0131n harmonik ortalamas\u0131.<\/li>\n<\/ul>\n<h3>A\u00e7\u0131klanabilirlik (Explainable AI &#8211; XAI)<\/h3>\n<p>YZ&#8217;nin neden belirli bir karar verdi\u011fini veya belirli bir tahminde bulundu\u011funu anlamak, \u00f6zellikle kritik i\u015f s\u00fcre\u00e7lerinde g\u00fcven olu\u015fturur. XAI ara\u00e7lar\u0131, modelin &#8220;kara kutu&#8221; yap\u0131s\u0131n\u0131 a\u00e7arak i\u00e7 i\u015fleyi\u015fini anlamam\u0131za yard\u0131mc\u0131 olur.<\/p>\n<p><strong>\u00d6rnek:<\/strong> Kredi ba\u015fvurusu reddedilen bir m\u00fc\u015fteriye, reddedilme nedeninin (\u00f6rne\u011fin, &#8220;gelir-gider dengesizli\u011fi&#8221;) YZ taraf\u0131ndan nas\u0131l tespit edildi\u011fini a\u00e7\u0131klayabilmek.<\/p>\n<h3>Etik ve Tarafs\u0131zl\u0131k Konular\u0131<\/h3>\n<p>YZ modellerinin veri \u00f6nyarg\u0131lar\u0131ndan etkilenip etkilenmedi\u011fini ve adil kararlar verip vermedi\u011fini s\u00fcrekli olarak de\u011ferlendirmek gerekir. Tarafl\u0131 bir YZ, hem itibara zarar verebilir hem de yasal sorunlara yol a\u00e7abilir.<\/p>\n<h2>Tak\u0131m \u00dcyeleri \u00dczerindeki Etkinin De\u011ferlendirilmesi<\/h2>\n<p>Yapay zeka sadece teknik bir ara\u00e7 de\u011fil, ayn\u0131 zamanda tak\u0131m\u0131n \u00e7al\u0131\u015fma \u015feklini ve k\u00fclt\u00fcr\u00fcn\u00fc de etkileyen bir fakt\u00f6rd\u00fcr. YZ&#8217;nin insan \u00fczerindeki etkisini anlamak, ba\u015far\u0131l\u0131 bir entegrasyon i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n<h3>\u00c7al\u0131\u015fan Verimlili\u011fi ve \u0130\u015f Y\u00fck\u00fc Analizi<\/h3>\n<p>YZ&#8217;nin \u00e7al\u0131\u015fanlar\u0131n i\u015f y\u00fck\u00fcn\u00fc azalt\u0131p azaltmad\u0131\u011f\u0131n\u0131 veya daha verimli \u00e7al\u0131\u015fmalar\u0131n\u0131 sa\u011flay\u0131p sa\u011flamad\u0131\u011f\u0131n\u0131 izlemek. YZ, rutin g\u00f6revleri \u00fcstlenerek \u00e7al\u0131\u015fanlar\u0131n daha karma\u015f\u0131k ve yarat\u0131c\u0131 i\u015flere odaklanmas\u0131na olanak tan\u0131mal\u0131d\u0131r.<\/p>\n<ul>\n<li><strong>\u00d6l\u00e7\u00fcm:<\/strong> \u00c7al\u0131\u015fan ba\u015f\u0131na tamamlanan g\u00f6rev say\u0131s\u0131, harcanan zaman\u0131n da\u011f\u0131l\u0131m\u0131 (YZ \u00f6ncesi vs. sonras\u0131).<\/li>\n<\/ul>\n<h3>Beceri Geli\u015fimi ve E\u011fitim \u0130htiya\u00e7lar\u0131<\/h3>\n<p>YZ&#8217;nin entegrasyonu, tak\u0131m \u00fcyelerinin yeni beceriler kazanmas\u0131n\u0131 veya mevcut becerilerini g\u00fcncellemesini gerektirebilir. YZ ara\u00e7lar\u0131n\u0131 etkin kullanma becerisi, YZ&#8217;nin tak\u0131ma katk\u0131s\u0131n\u0131 do\u011frudan etkiler.<\/p>\n<ul>\n<li><strong>De\u011ferlendirme:<\/strong> YZ ara\u00e7lar\u0131 kullan\u0131m e\u011fitimi kat\u0131l\u0131m oranlar\u0131, \u00e7al\u0131\u015fanlar\u0131n YZ ara\u00e7lar\u0131n\u0131 kullanma yetkinlik seviyeleri.<\/li>\n<\/ul>\n<h3>\u00c7al\u0131\u015fan Memnuniyeti ve Motivasyon<\/h3>\n<p>YZ&#8217;nin tak\u0131m \u00fcyelerinin i\u015f memnuniyetini nas\u0131l etkiledi\u011fini anlamak i\u00e7in anketler ve birebir g\u00f6r\u00fc\u015fmeler yap\u0131labilir. YZ&#8217;nin bir &#8220;tehdit&#8221; olarak de\u011fil, bir &#8220;destekleyici&#8221; olarak alg\u0131lanmas\u0131 sa\u011flanmal\u0131d\u0131r.<\/p>\n<p><strong>\u00d6rnek Anket Sorular\u0131:<\/strong><\/p>\n<ul>\n<li>Yapay zeka ara\u00e7lar\u0131 i\u015f y\u00fck\u00fcn\u00fcz\u00fc hafifletiyor mu?<\/li>\n<li>Yapay zeka, daha \u00f6nemli g\u00f6revlere odaklanman\u0131za yard\u0131mc\u0131 oluyor mu?<\/li>\n<li>Yapay zeka ara\u00e7lar\u0131n\u0131 kullanmaktan memnun musunuz?<\/li>\n<\/ul>\n<h2>S\u00fcrekli \u0130yile\u015ftirme ve Adaptasyon<\/h2>\n<p>Yapay zeka projeleri, bir kez kurulup b\u0131rak\u0131lacak sistemler de\u011fildir. S\u00fcrekli izleme, geri bildirim ve iyile\u015ftirme, YZ&#8217;nin tak\u0131m\u0131n\u0131z i\u00e7in uzun vadeli de\u011fer yaratmas\u0131n\u0131 sa\u011flar.<\/p>\n<h3>Geri Bildirim Mekanizmalar\u0131 Olu\u015fturma<\/h3>\n<p>Tak\u0131m \u00fcyelerinden, m\u00fc\u015fterilerden ve di\u011fer payda\u015flardan YZ \u00e7\u00f6z\u00fcm\u00fc hakk\u0131nda d\u00fczenli olarak geri bildirim toplamak. Bu geri bildirimler, iyile\u015ftirme alanlar\u0131n\u0131 belirlemek i\u00e7in de\u011ferli i\u00e7g\u00f6r\u00fcler sunar.<\/p>\n<ul>\n<li><strong>Y\u00f6ntemler:<\/strong> D\u00fczenli toplant\u0131lar, anketler, hata raporlama sistemleri, \u00f6neri kutular\u0131.<\/li>\n<\/ul>\n<h3>Model G\u00fcncellemeleri ve Yeniden E\u011fitme<\/h3>\n<p>Veri de\u011fi\u015fimi (data drift) veya model performans d\u00fc\u015f\u00fc\u015f\u00fc (model decay) durumlar\u0131nda YZ modellerinin g\u00fcncellenmesi ve yeniden e\u011fitilmesi gerekebilir. Bu, modelin g\u00fcncel ve do\u011fru kalmas\u0131n\u0131 sa\u011flar.<\/p>\n<h3>\u00d6l\u00e7eklenebilirlik ve Gelecek Planlamas\u0131<\/h3>\n<p>YZ \u00e7\u00f6z\u00fcm\u00fcn\u00fcn gelecekteki ihtiya\u00e7lara ve artan veri hacmine uyum sa\u011flay\u0131p sa\u011flayamayaca\u011f\u0131n\u0131 de\u011ferlendirmek. Ba\u015far\u0131l\u0131 bir YZ entegrasyonu, zamanla daha geni\u015f bir alana yay\u0131lma potansiyeline sahip olmal\u0131d\u0131r.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Tak\u0131m\u0131n\u0131zda yapay zekan\u0131n ger\u00e7ekten i\u015fe yaray\u0131p yaramad\u0131\u011f\u0131n\u0131 anlamak, sadece teknik bir ba\u015far\u0131dan \u00f6te, stratejik bir yakla\u015f\u0131md\u0131r. Bu, net hedefler belirlemeyi, somut ve \u00f6l\u00e7\u00fclebilir metrikler kullanmay\u0131, veri odakl\u0131 analizler yapmay\u0131, YZ sistemlerinin g\u00fcvenilirli\u011fini sa\u011flamay\u0131 ve en \u00f6nemlisi, insan fakt\u00f6r\u00fcn\u00fc g\u00f6z \u00f6n\u00fcnde bulundurmay\u0131 gerektirir. Yapay zeka, bir var\u0131\u015f noktas\u0131 de\u011fil, s\u00fcrekli adaptasyon ve iyile\u015ftirme gerektiren bir yolculuktur. Bu \u00e7er\u00e7eveyi uygulayarak, YZ yat\u0131r\u0131mlar\u0131n\u0131z\u0131n ger\u00e7ek de\u011ferini ortaya \u00e7\u0131karabilir ve tak\u0131m\u0131n\u0131z\u0131n gelecekteki ba\u015far\u0131s\u0131 i\u00e7in sa\u011flam temeller atabilirsiniz.<\/p>\n<h2>S\u0131k Sorulan Sorular (SSS)<\/h2>\n<h3>Yapay zeka projelerinde ba\u015far\u0131y\u0131 \u00f6l\u00e7mek neden zor?<\/h3>\n<p>Yapay zeka projelerinde ba\u015far\u0131y\u0131 \u00f6l\u00e7mek, genellikle hedeflerin belirsizli\u011fi, uygun metriklerin eksikli\u011fi, YZ&#8217;nin etkisini di\u011fer fakt\u00f6rlerden ay\u0131rman\u0131n zorlu\u011fu ve uzun vadeli etkilerin hemen g\u00f6r\u00fclememesi gibi nedenlerle zorlay\u0131c\u0131 olabilir. Ayr\u0131ca, YZ&#8217;nin \u00f6\u011frenme ve adaptasyon yetene\u011fi, sabit bir performans \u00f6l\u00e7\u00fct\u00fcn\u00fc zamanla de\u011fi\u015ftirebilir.<\/p>\n<h3>Hangi metrikler yapay zekan\u0131n maliyet etkinli\u011fini g\u00f6sterir?<\/h3>\n<p>Yapay zekan\u0131n maliyet etkinli\u011fini g\u00f6steren ba\u015fl\u0131ca metrikler \u015funlard\u0131r: otomasyon sayesinde azalan i\u015fg\u00fcc\u00fc maliyetleri, enerji t\u00fcketimindeki d\u00fc\u015f\u00fc\u015f, hammadde israf\u0131n\u0131n azalmas\u0131, hata oranlar\u0131ndaki d\u00fc\u015f\u00fc\u015fe ba\u011fl\u0131 yeniden i\u015fleme maliyetlerinin azalmas\u0131 ve artan verimlilik sayesinde birim maliyetlerin d\u00fc\u015fmesi. ROI (Yat\u0131r\u0131m Getirisi) hesaplamalar\u0131 bu konuda kritik \u00f6neme sahiptir.<\/p>\n<h3>K\u00fc\u00e7\u00fck tak\u0131mlar yapay zeka performans\u0131n\u0131 nas\u0131l izlemeli?<\/h3>\n<p>K\u00fc\u00e7\u00fck tak\u0131mlar, b\u00fcy\u00fck organizasyonlardaki kadar karma\u015f\u0131k ara\u00e7lara sahip olmayabilir. Bu durumda, daha odakl\u0131 ve basit yakla\u015f\u0131mlar benimsenmelidir: net, az say\u0131da KPI belirlemek, manuel veri takibi ve basit elektronik tablolar kullanmak, d\u00fczenli geri bildirim toplant\u0131lar\u0131 yapmak ve YZ arac\u0131n\u0131n sa\u011flad\u0131\u011f\u0131 yerle\u015fik analiz \u00f6zelliklerinden faydalanmak etkili olabilir.<\/p>\n<h3>Yapay zeka entegrasyonunda en s\u0131k yap\u0131lan hata nedir?<\/h3>\n<p>Yapay zeka entegrasyonunda en s\u0131k yap\u0131lan hata, projenin ba\u015flang\u0131c\u0131nda net ve \u00f6l\u00e7\u00fclebilir hedefler belirlenmemesidir. YZ&#8217;yi sadece &#8220;moda oldu\u011fu i\u00e7in&#8221; veya &#8220;herkes yap\u0131yor&#8221; diye entegre etmek, somut bir i\u015f de\u011feri yaratmayan ve kaynak israf\u0131na yol a\u00e7an projelere neden olabilir. Ayr\u0131ca, insan fakt\u00f6r\u00fcn\u00fc (\u00e7al\u0131\u015fan e\u011fitimi, adaptasyonu ve geri bildirimi) g\u00f6z ard\u0131 etmek de yayg\u0131n bir hatad\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"Yapay zeka (YZ) teknolojileri, g\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda rekabet avantaj\u0131 sa\u011flaman\u0131n ve operasyonel verimlili\u011fi art\u0131rman\u0131n anahtar\u0131 olarak kabul ediliyor.","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-40539","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>Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z? - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/title>\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\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka (YZ) teknolojileri, g\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda rekabet avantaj\u0131 sa\u011flaman\u0131n ve operasyonel verimlili\u011fi art\u0131rman\u0131n anahtar\u0131 olarak kabul ediliyor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-27T12:30:32+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=\"10 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?\",\"datePublished\":\"2026-02-27T12:30:32+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\"},\"wordCount\":2142,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#respond\"]}],\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\",\"name\":\"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z? - Kodlar\u0131n Gizemli D\u00fcnyas\u0131\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2026-02-27T12:30:32+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?\"}]},{\"@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":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z? - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","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\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/","og_locale":"tr_TR","og_type":"article","og_title":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?","og_description":"Yapay zeka (YZ) teknolojileri, g\u00fcn\u00fcm\u00fcz i\u015f d\u00fcnyas\u0131nda rekabet avantaj\u0131 sa\u011flaman\u0131n ve operasyonel verimlili\u011fi art\u0131rman\u0131n anahtar\u0131 olarak kabul ediliyor.","og_url":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2026-02-27T12:30:32+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"10 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?","datePublished":"2026-02-27T12:30:32+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/"},"wordCount":2142,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#respond"]}],"copyrightYear":"2026","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/","url":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/","name":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z? - Kodlar\u0131n Gizemli D\u00fcnyas\u0131","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2026-02-27T12:30:32+00:00","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/takiminizda-yapay-zekanin-gercekten-ise-yarayip-yaramadigini-nasil-anlarsiniz\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Tak\u0131m\u0131n\u0131zda Yapay Zekan\u0131n Ger\u00e7ekten \u0130\u015fe Yaray\u0131p Yaramad\u0131\u011f\u0131n\u0131 Nas\u0131l Anlars\u0131n\u0131z?"}]},{"@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\/40539","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=40539"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/40539\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=40539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=40539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=40539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}