{"id":28149,"date":"2025-08-24T00:00:21","date_gmt":"2025-08-23T21:00:21","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/oracle-database-23c-ai-vector-search-ve-json-dualitynin-bankacilik-sektorunde-gelecegi\/"},"modified":"2025-08-24T00:00:21","modified_gmt":"2025-08-23T21:00:21","slug":"oracle-database-23c-ai-vector-search-ve-json-dualitynin-bankacilik-sektorunde-gelecegi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/oracle-database-23c-ai-vector-search-ve-json-dualitynin-bankacilik-sektorunde-gelecegi\/","title":{"rendered":"Oracle Database 23c: AI Vector Search ve JSON Duality&#8217;nin Bankac\u0131l\u0131k Sekt\u00f6r\u00fcnde Gelece\u011fi"},"content":{"rendered":"<p>Oracle Database 23c: AI Vector Search ve JSON Duality&#039;nin Bankac\u0131l\u0131k Sekt\u00f6r\u00fcnde Gelece\u011fi<\/p>\n<p>Oracle Database 23c&#039;nin sundu\u011fu yapay zeka destekli vekt\u00f6r arama ve JSON dualitesi, bankac\u0131l\u0131k sekt\u00f6r\u00fcn\u00fcn veri y\u00f6netimi ve analiti\u011fi alan\u0131nda devrim yaratacak potansiyele sahip.  Bu makale, bu teknolojilerin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131, bankalar i\u00e7in sundu\u011fu avantajlar\u0131 ve gelecekteki etkilerini detayl\u0131 bir \u015fekilde ele almaktad\u0131r.  Oracle&#039;\u0131n sundu\u011fu bu yenilik\u00e7i \u00e7\u00f6z\u00fcmlerle bankalar\u0131n m\u00fc\u015fteri deneyimini nas\u0131l iyile\u015ftirebilece\u011fini ve rekabet avantaj\u0131 elde edebilece\u011fini ke\u015ffedece\u011fiz.<\/p>\n<h2>Oracle Database 23c&#039;de Vekt\u00f6r Aramas\u0131 Nedir ve Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n<p>Vekt\u00f6r arama, geleneksel metin tabanl\u0131 araman\u0131n aksine, verileri vekt\u00f6rler halinde temsil ederek benzerlik tabanl\u0131 arama yapmay\u0131 sa\u011flar.  Bu, \u00f6zellikle resim, ses, video gibi yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin aranmas\u0131nda olduk\u00e7a etkilidir. Oracle Database 23c, bu yetene\u011fi yerle\u015fik olarak sunarak, bankalar\u0131n m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131, i\u015flem ge\u00e7mi\u015flerini ve di\u011fer verileri daha etkili bir \u015fekilde analiz etmelerini m\u00fcmk\u00fcn k\u0131lar. \u00d6rne\u011fin, bir banka m\u00fc\u015fterilerinin kredi ba\u015fvurular\u0131n\u0131 de\u011ferlendirirken, vekt\u00f6r arama kullanarak benzer kredi ge\u00e7mi\u015fine sahip m\u00fc\u015fterilerin ge\u00e7mi\u015f verilerini h\u0131zl\u0131ca analiz edebilir ve risk de\u011ferlendirmesini iyile\u015ftirebilir.  Bu sayede daha do\u011fru ve h\u0131zl\u0131 kararlar al\u0131nabilir ve m\u00fc\u015fteri memnuniyeti artabilir.<\/p>\n<p>Vekt\u00f6r araman\u0131n temelinde, verilerin y\u00fcksek boyutlu vekt\u00f6r uzay\u0131nda temsil edilmesi yatar.  Benzer \u00f6zelliklerdeki veriler, bu uzayda birbirlerine yak\u0131n konumlarda yer al\u0131r.  Oracle Database 23c, bu vekt\u00f6rleri verimli bir \u015fekilde indeksleyerek ve arayarak, h\u0131zl\u0131 ve hassas arama sonu\u00e7lar\u0131 sunar.  Bu s\u00fcre\u00e7, karma\u015f\u0131k makine \u00f6\u011frenmesi algoritmalar\u0131 ve \u00f6zel indeksleme teknikleri kullan\u0131larak ger\u00e7ekle\u015ftirilir. Daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal&#039;\u0131n<\/a> di\u011fer makalelerine g\u00f6z atabilirsiniz.<\/p>\n<h2>JSON Duality: Bankac\u0131l\u0131k Verilerinin Esnek Y\u00f6netimi<\/h2>\n<p>Bankac\u0131l\u0131k sekt\u00f6r\u00fcnde, veriler genellikle karma\u015f\u0131k ve hiyerar\u015fik bir yap\u0131ya sahiptir.  Oracle Database 23c&#039;nin sundu\u011fu JSON duality, bu karma\u015f\u0131k verilerin hem ili\u015fkisel hem de JSON formatlar\u0131nda saklanmas\u0131na ve y\u00f6netilmesine olanak tan\u0131r.  Bu, verilerin farkl\u0131 uygulamalar ve sistemler taraf\u0131ndan kolayca kullan\u0131labilmesini sa\u011flar.  \u00d6rne\u011fin, bir m\u00fc\u015fterinin t\u00fcm bilgileri (ki\u015fisel bilgiler, hesap bilgileri, i\u015flem ge\u00e7mi\u015fi vb.)  JSON format\u0131nda saklanabilir ve gerekti\u011finde kolayca eri\u015filebilir.  Ayn\u0131 zamanda, ili\u015fkisel veritaban\u0131 yap\u0131s\u0131 sayesinde, verilerin b\u00fct\u00fcnl\u00fc\u011f\u00fc ve tutarl\u0131l\u0131\u011f\u0131 sa\u011flan\u0131r.  JSON duality, verilerin esnekli\u011fini ve ili\u015fkisel veritabanlar\u0131n\u0131n g\u00fcvenilirli\u011fini bir araya getirerek, bankalar\u0131n veri y\u00f6netimi s\u00fcre\u00e7lerini \u00f6nemli \u00f6l\u00e7\u00fcde iyile\u015ftirir.<\/p>\n<p>JSON duality&#039;nin avantajlar\u0131ndan biri de, veri modellemesindeki esnekliktir.  De\u011fi\u015fen i\u015f gereksinimlerine uyum sa\u011flamak i\u00e7in veri yap\u0131s\u0131n\u0131 kolayca de\u011fi\u015ftirebilirsiniz.  Bu \u00f6zellikle h\u0131zla geli\u015fen bankac\u0131l\u0131k sekt\u00f6r\u00fcnde b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r.  Ayr\u0131ca, JSON format\u0131,  API&#039;ler arac\u0131l\u0131\u011f\u0131yla di\u011fer sistemlerle entegrasyonu kolayla\u015ft\u0131r\u0131r, bu da farkl\u0131 sistemler aras\u0131ndaki veri al\u0131\u015fveri\u015fini h\u0131zland\u0131r\u0131r ve verimlilik art\u0131r\u0131r.  Bununla birlikte, g\u00fcvenlik a\u00e7\u0131klar\u0131ndan ka\u00e7\u0131nmak i\u00e7in JSON verilerinin do\u011fru bir \u015fekilde y\u00f6netilmesi \u00e7ok \u00f6nemlidir. <\/p>\n<h3>JSON Duality&#039;yi Uygulamada Nas\u0131l Kullanabiliriz?<\/h3>\n<p>Oracle Database 23c&#039;de JSON verilerini y\u00f6netmek i\u00e7in \u00e7e\u015fitli fonksiyonlar ve \u00f6zellikler mevcuttur.  \u00d6rne\u011fin, <code>JSON_VALUE<\/code>, <code>JSON_QUERY<\/code> ve <code>JSON_TABLE<\/code> fonksiyonlar\u0131, JSON verilerine eri\u015fim ve manip\u00fclasyonunu kolayla\u015ft\u0131r\u0131r.  A\u015fa\u011f\u0131daki \u00f6rnek, bir m\u00fc\u015fteri hesab\u0131n\u0131n JSON verilerini nas\u0131l sorgulayabilece\u011finizi g\u00f6stermektedir:<\/p>\n<p><\/code><\/p>\n<pre><code class=\"language-plaintext\">sql\nSELECT JSON_VALUE(customer_data, &#039;$.account.balance&#039;) AS balance\nFROM customers\nWHERE customer_id = 123;<\/pre>\n<p><\/code><\/p>\n<p>Bu kod blo\u011fu, <code>customer_data<\/code> s\u00fctununda saklanan JSON verilerinden <code>balance<\/code> de\u011ferini al\u0131r.  Bu \u00f6rnek, JSON duality&#039;nin kullan\u0131m\u0131n\u0131n ne kadar basit ve etkili oldu\u011funu g\u00f6stermektedir.  Daha karma\u015f\u0131k sorgulamalar i\u00e7in, <code>JSON_QUERY<\/code> ve <code>JSON_TABLE<\/code> fonksiyonlar\u0131n\u0131 kullanabilirsiniz.   <\/p>\n<h2>Oracle Database 23c ve Bankac\u0131l\u0131k: Ger\u00e7ek D\u00fcnya Senaryolar\u0131<\/h2>\n<p>Oracle Database 23c&#039;nin vekt\u00f6r arama ve JSON duality \u00f6zellikleri, bankalar\u0131n \u00e7e\u015fitli alanlarda \u00f6nemli iyile\u015ftirmeler yapmas\u0131na olanak tan\u0131r.  \u0130\u015fte birka\u00e7 ger\u00e7ek d\u00fcnya senaryosu:<\/p>\n<ul>\n<li><strong>Sahtekarl\u0131k tespiti:<\/strong> Vekt\u00f6r arama, ge\u00e7mi\u015fte tespit edilen sahtekarl\u0131k olaylar\u0131n\u0131n \u00f6zelliklerini i\u00e7eren vekt\u00f6rler olu\u015fturarak, yeni i\u015flemlerin sahtekarl\u0131k olas\u0131l\u0131\u011f\u0131n\u0131 belirlemeye yard\u0131mc\u0131 olur. Benzer vekt\u00f6rlere sahip i\u015flemler y\u00fcksek riskli olarak i\u015faretlenir.<\/li>\n<li><strong>M\u00fc\u015fteri segmentasyonu:<\/strong>  M\u00fc\u015fteri verileri (demografik bilgiler, i\u015flem ge\u00e7mi\u015fi, tercihler vb.) vekt\u00f6rler halinde temsil edilerek, benzer \u00f6zelliklere sahip m\u00fc\u015fteri gruplar\u0131 olu\u015fturulabilir. Bu, hedefli pazarlama kampanyalar\u0131 ve ki\u015fiselle\u015ftirilmi\u015f hizmetler i\u00e7in kullan\u0131labilir.<\/li>\n<li><strong>Risk y\u00f6netimi:<\/strong>  Kredi riskini de\u011ferlendirmek i\u00e7in, m\u00fc\u015fterilerin kredi ge\u00e7mi\u015fleri ve finansal verileri vekt\u00f6rler halinde temsil edilir.  Vekt\u00f6r arama, benzer risk profillerine sahip m\u00fc\u015fterileri belirlemeye yard\u0131mc\u0131 olur ve daha do\u011fru risk de\u011ferlendirmesi yapmay\u0131 sa\u011flar. <\/li>\n<li><strong>Rekomandasyon sistemleri:<\/strong>  M\u00fc\u015fterilerin finansal ihtiya\u00e7lar\u0131na ve tercihlerine g\u00f6re, ki\u015fiselle\u015ftirilmi\u015f finansal \u00fcr\u00fcn ve hizmet \u00f6nerileri sunulabilir.  Vekt\u00f6r arama, benzer \u00f6zelliklere sahip m\u00fc\u015fterilerin ge\u00e7mi\u015f tercihlerini analiz ederek, en uygun \u00f6nerileri belirlemeye yard\u0131mc\u0131 olur.<\/li>\n<\/ul>\n<h2>\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n<h3>Yeni Ba\u015flayanlar i\u00e7in<\/h3>\n<p>Oracle Database 23c&#039;nin temel kavramlar\u0131n\u0131 anlamakla ba\u015flay\u0131n.  JSON verileri ve SQL sorgular\u0131 hakk\u0131nda temel bilgilere sahip olmak \u00f6nemlidir.  Oracle&#039;\u0131n resmi belgelerini ve online e\u011fitim kaynaklar\u0131n\u0131 kullanarak temel konular\u0131 \u00f6\u011frenin.  Basit JSON verileriyle \u00e7al\u0131\u015farak pratik yap\u0131n.<\/p>\n<h3>Orta Seviye<\/h3>\n<p>Vekt\u00f6r arama ve JSON duality \u00f6zelliklerini daha derinlemesine inceleyin.  Farkl\u0131 fonksiyonlar\u0131 ve kullan\u0131m senaryolar\u0131n\u0131 \u00f6\u011frenin.  Daha karma\u015f\u0131k SQL sorgular\u0131 yazmay\u0131 ve JSON verilerini manip\u00fcle etmeyi \u00f6\u011frenin.  K\u00fc\u00e7\u00fck \u00f6l\u00e7ekli bir proje \u00fczerinde \u00e7al\u0131\u015farak, \u00f6\u011frendiklerinizi uygulamaya koyun. <\/p>\n<h3>\u0130leri Seviye<\/h3>\n<p>Performans optimizasyonu tekniklerini \u00f6\u011frenin.  B\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde vekt\u00f6r arama ve JSON duality&#039;nin performans\u0131n\u0131 nas\u0131l iyile\u015ftirebilece\u011finizi ara\u015ft\u0131r\u0131n.  Oracle Database&#039;in ileri d\u00fczey \u00f6zelliklerini kullanarak, karma\u015f\u0131k veri analizi g\u00f6revlerini ger\u00e7ekle\u015ftirmeyi \u00f6\u011frenin.  Ger\u00e7ek d\u00fcnya senaryolar\u0131na uygun projeler geli\u015ftirerek, uzmanl\u0131\u011f\u0131n\u0131z\u0131 geli\u015ftirin.<\/p>\n<h2>Oracle Database 23c G\u00fcvenlik Uyar\u0131lar\u0131<\/h2>\n<div style=\"background-color:#ffcccc; padding:10px; border:1px solid red;\">\n  <strong>Dikkat:<\/strong> JSON verilerinin g\u00fcvenli\u011fini sa\u011flamak i\u00e7in, verileri do\u011frulamak ve yetkisiz eri\u015fimi \u00f6nlemek i\u00e7in uygun g\u00fcvenlik \u00f6nlemlerini almak \u015fartt\u0131r.  Veri g\u00fcvenli\u011fi, Oracle Database 23c&#039;nin etkin kullan\u0131m\u0131nda kritik bir unsurdur.\n<\/div>\n<h2>Sonu\u00e7<\/h2>\n<p>Oracle Database 23c&#039;nin sundu\u011fu yapay zeka destekli vekt\u00f6r arama ve JSON duality, bankac\u0131l\u0131k sekt\u00f6r\u00fcnde veri y\u00f6netimi ve analiti\u011fi alan\u0131nda yeni bir \u00e7a\u011f\u0131n ba\u015flang\u0131c\u0131n\u0131 i\u015faret ediyor. Bu teknolojiler, bankalar\u0131n m\u00fc\u015fteri deneyimini iyile\u015ftirmelerine, risk y\u00f6netimini g\u00fc\u00e7lendirmelerine ve rekabet avantaj\u0131 elde etmelerine olanak tan\u0131r.  Ancak, g\u00fcvenlik hususlar\u0131na dikkat etmek ve do\u011fru uygulama stratejileri benimsemek b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r. Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">https:\/\/fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<h3>S\u0131k\u00e7a Sorulan Sorular<\/h3>\n<ul>\n<li><strong>Vekt\u00f6r arama ne kadar h\u0131zl\u0131d\u0131r?<\/strong> Vekt\u00f6r arama h\u0131zlar\u0131, veri k\u00fcmesinin b\u00fcy\u00fckl\u00fc\u011f\u00fcne ve vekt\u00f6r boyutuna ba\u011fl\u0131d\u0131r. Oracle Database 23c, verimli indeksleme teknikleri kullanarak h\u0131zl\u0131 arama sonu\u00e7lar\u0131 sa\u011flar.<\/li>\n<li><strong>JSON duality&#039;nin dezavantajlar\u0131 nelerdir?<\/strong> JSON duality&#039;nin dezavantajlar\u0131 aras\u0131nda karma\u015f\u0131kl\u0131k ve performans sorunlar\u0131 yer alabilir, ancak Oracle Database 23c bu sorunlar\u0131 en aza indirmek i\u00e7in optimize edilmi\u015ftir.<\/li>\n<li><strong>Oracle Database 23c&#039;yi \u00f6\u011frenmek i\u00e7in hangi kaynaklar mevcuttur?<\/strong> Oracle&#039;\u0131n resmi belgeleri, online e\u011fitim kaynaklar\u0131 ve topluluk forumlar\u0131 mevcuttur.<\/li>\n<li><strong>Vekt\u00f6r arama hangi veri tipleriyle kullan\u0131labilir?<\/strong> Vekt\u00f6r arama, say\u0131sal verilerle (\u00f6rne\u011fin, m\u00fc\u015fteri harcamalar\u0131, i\u015flem miktarlar\u0131) ve metinsel verilerle (\u00f6rne\u011fin, m\u00fc\u015fteri yorumlar\u0131, i\u015flem a\u00e7\u0131klamalar\u0131) kullan\u0131labilir.<\/li>\n<li><strong>JSON duality, ili\u015fkisel veritabanlar\u0131yla nas\u0131l entegre edilir?<\/strong> Oracle Database 23c, JSON verilerini ili\u015fkisel verilerle sorunsuz bir \u015fekilde entegre eder.  JSON verileri, ili\u015fkisel tablolar i\u00e7inde saklanabilir ve SQL sorgular\u0131nda kolayca eri\u015filebilir.<\/li>\n<\/ul>\n<p>Yazar: Fatih Soysal<\/p>\n<p><\/code><\/p>\n","protected":false},"excerpt":{"rendered":"Oracle Database 23c: AI Vector Search ve JSON Duality&#039;nin Bankac\u0131l\u0131k Sekt\u00f6r\u00fcnde Gelece\u011fi Oracle Database 23c&#039;nin sundu\u011fu yapay zeka&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-28149","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>Oracle Database 23c: AI Vector Search ve JSON Duality&#039;nin Bankac\u0131l\u0131k Sekt\u00f6r\u00fcnde Gelece\u011fi<\/title>\n<meta name=\"description\" content=\"Oracle Database 23c&#039;nin sundu\u011fu yapay zeka destekli vekt\u00f6r arama ve JSON dualitesi, bankac\u0131l\u0131k sekt\u00f6r\u00fcn\u00fcn veri y\u00f6netimi ve analiti\u011fi alan\u0131nda devrim yaratacak potansiyele sahip. Bu makale, bu teknolojilerin nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131, bankalar i\u00e7in sundu\u011fu avantajlar\u0131 ve gelecekteki etkilerini detayl\u0131 bir \u015fekilde ele almaktad\u0131r. 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