{"id":51328,"date":"2026-07-17T13:15:47","date_gmt":"2026-07-17T10:15:47","guid":{"rendered":"https:\/\/wise.tv\/?p=51328"},"modified":"2026-07-17T13:15:47","modified_gmt":"2026-07-17T10:15:47","slug":"veri-yonetisimi-olmadan-yapay-zekadan-deger-uretilir-mi","status":"publish","type":"post","link":"https:\/\/wise.tv\/tr\/veri-yonetisimi-olmadan-yapay-zekadan-deger-uretilir-mi\/","title":{"rendered":"Veri Y\u00f6neti\u015fimi Olmadan Yapay Zekadan De\u011fer \u00dcretilir mi?"},"content":{"rendered":"<blockquote><p>Pegasus Airlines Ba\u015f Teknoloji Sorumlusu Bar\u0131\u015f F\u0131nd\u0131k, veri y\u00f6neti\u015fimi (Governance) olmadan yapay zekadan de\u011fer \u00fcretmek hakk\u0131nda konu\u015ftu. F\u0131nd\u0131k \u015funlar\u0131 s\u00f6yledi:<\/p>\n<p>Tabii b\u00fcy\u00fck veri, &#8221;big data&#8221;, &#8221;data is a new oil&#8221; kavramlar\u0131 daha eski, AI&#8217;dan daha eski zamand\u0131r konu\u015fuyoruz biz bunu. Belki bunun mazisi belki 10 y\u0131la a\u015fk\u0131nd\u0131r s\u00fcr\u00fcyor. Reg\u00fclasyonlar da havac\u0131l\u0131k sekt\u00f6r\u00fc i\u00e7in \u00e7ok \u00f6nemli. \u00c7\u00fcnk\u00fc belki yani bankac\u0131l\u0131k, telco i\u00e7in de \u00f6nemli. Ben de ge\u00e7mi\u015fte bankac\u0131l\u0131k ve telco deneyimim de var ama havac\u0131l\u0131k tamamen reg\u00fcle bir d\u00fcnya standartlar\u0131nda yap\u0131lmas\u0131 gereken bir i\u015f. B\u00f6yle olunca Avrupa Birli\u011fi reg\u00fclasyonlar\u0131, d\u00fcnyadaki farkl\u0131 reg\u00fclasyonlar, T\u00fcrkiye&#8217;nin kendi reg\u00fclasyonlar\u0131 hepsi bizim i\u00e7in \u00e7ok ba\u011flay\u0131c\u0131. Hem KVKK hem &#8221;GDPR&#8221;a uyum anlam\u0131nda verinin g\u00fcvenli\u011fi, nas\u0131l i\u015flendi\u011fi, nas\u0131l y\u00f6netildi\u011fi bizim i\u00e7in \u00e7ok k\u0131ymetli. Dolay\u0131s\u0131yla bununla ilgili &#8221;governance&#8221; modellerimiz, s\u00fcre\u00e7lerimiz, proje geli\u015ftirirken ele alaca\u011f\u0131m\u0131z yap\u0131lar\u0131n hepsi tan\u0131ml\u0131. Biz bu yap\u0131lar\u0131 efektif \u015fekilde Pegasus&#8217;ta i\u015fletmeye \u00e7al\u0131\u015f\u0131yoruz. Ama verilerimizin yap\u0131land\u0131r\u0131lmas\u0131 yapay zeka projelerinden \u00f6nce ele al\u0131nmas\u0131 gereken bir mesele. Bizim \u015fimdi ele ald\u0131\u011f\u0131m\u0131z &#8221;DNA&#8221; diye bir program\u0131m\u0131z var. Biz &#8221;DNA&#8221; program\u0131 i\u00e7erisinde bir veri, veri katalo\u011fu ve veri s\u00f6zl\u00fc\u011f\u00fc olu\u015fturuyoruz. Yani kurumun ayn\u0131 dili konu\u015fmas\u0131n\u0131 sa\u011fl\u0131yoruz. Bu neye yar\u0131yor? &#8221;Ask your data&#8221; diye mesela yeni bir kavram t\u00fcredi. Yani datan sor o da sana cevap versin. \u0130yi ama &#8221;data&#8221;ma sordu\u011fum sorudan kavramdan t\u00fcm kurumun ayn\u0131 \u015feyi anlamas\u0131 laz\u0131m ki sordu\u011fum sorudan ald\u0131\u011f\u0131m cevap tutarl\u0131 ve b\u00fct\u00fcnl\u00fckl\u00fc olsun. Bu kavramlarla ilgili genel m\u00fcd\u00fcrden ba\u015flayarak uzmanlar\u0131m\u0131za kadar her boyutta, her katmanda bir e\u015fitlenme sa\u011flamaya \u00e7al\u0131\u015f\u0131yoruz. B\u00f6yle 3-4 ayd\u0131r s\u00fcrd\u00fcrd\u00fc\u011f\u00fcm\u00fcz bir \u00e7al\u0131\u015fma bir y\u0131l\u0131 a\u015fk\u0131n s\u00fcrecek. \u015eirkete ait t\u00fcm kavramlar, t\u00fcm veriler el s\u0131k\u0131\u015f\u0131lm\u0131\u015f bir \u015fekilde bir s\u00f6zl\u00fckle katalogla\u015ft\u0131r\u0131l\u0131yor. Bizim b\u00fct\u00fcn yapay zeka projelerimizde bu katalo\u011fu temel alarak asl\u0131nda in\u015fa ediliyor. Bu alt katman\u0131n do\u011fru olu\u015fturulmas\u0131 yapay zeka projeleri i\u00e7in \u00e7ok k\u0131ymetli diye d\u00fc\u015f\u00fcn\u00fcyorum. Tabii bunlar\u0131 ayn\u0131 zamanda reg\u00fclatif tan\u0131mlarla uyumland\u0131rmak, do\u011fru bir &#8221;governance&#8221; mod\u00fcyle ele almak, &#8221;log&#8221;lamad\u0131\u011f\u0131m\u0131z verileri &#8221;log&#8221;lamak, dolay\u0131s\u0131yla veriyi zenginle\u015ftirmek, farkl\u0131 kaynaklardan &#8221;datamart&#8221;lar\u0131m\u0131z\u0131 zengin bir \u015fekilde beslemek, onun \u00fczerine yapay zeka projeleri in\u015fa etmek ancak m\u00fcmk\u00fcn. Bunlardan de\u011fer elde etmek ancak bu durumda m\u00fcmk\u00fcn olabilir diyelim.<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"Pegasus Airlines Ba\u015f Teknoloji Sorumlusu Bar\u0131\u015f F\u0131nd\u0131k, veri y\u00f6neti\u015fimi (Governance) olmadan yapay zekadan de\u011fer \u00fcretmek hakk\u0131nda konu\u015ftu. F\u0131nd\u0131k [&hellip;]\n","protected":false},"author":1883,"featured_media":51848,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[6190,6725],"tags":[7394],"class_list":["post-51328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-yapay-zeka","category-veri-guvenligi","tag-pegasus"],"acf":[],"_links":{"self":[{"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/posts\/51328","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/users\/1883"}],"replies":[{"embeddable":true,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/comments?post=51328"}],"version-history":[{"count":0,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/posts\/51328\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/media\/51848"}],"wp:attachment":[{"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/media?parent=51328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/categories?post=51328"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wise.tv\/tr\/wp-json\/wp\/v2\/tags?post=51328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}