{"id":14873,"date":"2024-10-27T22:33:26","date_gmt":"2024-10-27T19:33:26","guid":{"rendered":"https:\/\/globalit.com.tr\/?p=14873"},"modified":"2024-10-27T22:34:25","modified_gmt":"2024-10-27T19:34:25","slug":"veri-bilimi-nedir-ve-is-dunyasinda-nasil-kullanilir","status":"publish","type":"post","link":"https:\/\/globalit.com.tr\/veri-bilimi-nedir-ve-is-dunyasinda-nasil-kullanilir\/","title":{"rendered":"Veri Bilimi Nedir ve \u0130\u015f D\u00fcnyas\u0131nda Nas\u0131l Kullan\u0131l\u0131r?"},"content":{"rendered":"\n

Veri \u00e7e\u015fitlerine bak\u0131ld\u0131\u011f\u0131nda g\u00fcn\u00fcm\u00fczde pek \u00e7ok farkl\u0131 \u015firketin yapm\u0131\u015f oldu\u011fu birbirinden \u00f6zel veri t\u00fcrleri bulunur. Genel yap\u0131s\u0131na bak\u0131ld\u0131\u011f\u0131nda veriler aras\u0131nda pek \u00e7ok farkl\u0131 veri \u00e7e\u015fidi bulunsa da, \u00f6zellikle bu verilerin toplanmas\u0131, i\u015flenmesi ve analiz etme gibi s\u00fcre\u00e7leri i\u00e7erek alanlar aras\u0131nda veri bilimi yer al\u0131r. B\u00fcy\u00fck veri setlerine bak\u0131ld\u0131\u011f\u0131nda anlaml\u0131 bilgiler elde etmek i\u00e7in \u00f6zellikle istatistik, matematik, yapay zeka ve makine \u00f6\u011frenmesi gibi alanlarda yararlanarak yap\u0131labilir. Veri yap\u0131s\u0131na bak\u0131ld\u0131\u011f\u0131nda pek \u00e7ok farkl\u0131 veri t\u00fcr\u00fc bulunsa da, \u00f6zellikle karma\u015f\u0131k veri problemlerini \u00e7\u00f6zmek ve bu verilerden avantaj sa\u011flamak i\u00e7in \u00e7e\u015fitli algoritmalar kullan\u0131l\u0131r.<\/p>\n\n\n\n

Verilerin detayl\u0131 bir \u015fekilde ara\u015ft\u0131r\u0131lmas\u0131 ve incelenmesi i\u00e7in tercih etmi\u015f oldu\u011fu veri bilimi, \u00f6zellikle verilerin daha detayl\u0131 inceleyerek \u00e7e\u015fitli alanlardan faydalan\u0131lmas\u0131n\u0131 sa\u011flar. Belir analitik ara\u00e7lar ve modellerin \u00fcretilmesi sayesinde g\u00fcvenilir bir \u015fekilde veriler incelenebilir.<\/p>\n\n\n\n

Veri Bilimi Ad\u0131mlar\u0131<\/strong><\/h2>\n\n\n\n

Veri bilimine bak\u0131ld\u0131\u011f\u0131nda pek \u00e7ok farkl\u0131 ara\u00e7 modeli kullan\u0131larak ara\u015ft\u0131r\u0131ld\u0131\u011f\u0131 \u00f6ne plana \u00e7\u0131kar. Bu ara\u015ft\u0131rmalar\u0131n yap\u0131lmas\u0131 s\u0131ras\u0131nda belli ba\u015fl\u0131 ad\u0131mlar bulunur. Bu ad\u0131mlar aras\u0131nda \u00f6zellikle veri toplama veri bilimi s\u00fcrecinde en \u00f6nemli ad\u0131mlar aras\u0131nda yer al\u0131r. Ham verinin toplanmas\u0131 ile ba\u015flam\u0131\u015f olan veri toplama, \u00e7e\u015fitli kaynaklardan olu\u015fmas\u0131 ile birlikte elde edilebilir. Genel yap\u0131s\u0131na bak\u0131ld\u0131\u011f\u0131nda birbirinden farkl\u0131 veritabanlar\u0131 ve sens\u00f6rler gibi kaynaklar sayesinde \u00e7e\u015fitli veriler kolayca elde edilir.<\/p>\n\n\n\n

\u00c7e\u015fitli ara\u00e7lar\u0131n kullan\u0131l\u0131p toplanm\u0131\u015f oldu\u011fu veriler, analiz i\u00e7in uygun hale getirilir. Uygun hale getirilmi\u015f olan veriler \u00f6zellikle eksiklikleri ve hatalar\u0131n\u0131n bulunmas\u0131 durumunda d\u00fczeltilip tekrardan veri formuna getirilir. Veri \u00e7e\u015fitleri aras\u0131nda \u00f6zellikle veri temizleme ve haz\u0131rlama i\u015flemleri s\u0131ras\u0131nda ke\u015fifsel analizi ge\u00e7memekte fayda vard\u0131r. \u00d6zellikle veri bilimcilerin veriyi daha iyi anlamas\u0131 i\u00e7in yapm\u0131\u015f oldu\u011fu ke\u015fifsel analiz, veride bulunan \u00f6r\u00fcnt\u00fcleri, ili\u015fkileri ve trendleri belirler. Bu sayede daha verimli bir \u015fekilde analiz yap\u0131labilir.<\/p>\n\n\n\n

Analiz sonu\u00e7lar\u0131 ile birlikte tablo, grafik ve di\u011fer g\u00f6rsel ara\u00e7lar\u0131n kullan\u0131m\u0131 sayesinde verilerin daha kolay bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 sa\u011flayabilirsiniz. Genellikle bu tarz durumlarda pek \u00e7ok farkl\u0131 ad\u0131mlar bulunsa da, \u00f6zellikle veri g\u00f6rselle\u015ftirmesi sayesinde daha kolay bir \u015fekilde anla\u015f\u0131lmas\u0131 sa\u011flan\u0131r. Son a\u015fama olarak ise sonu\u00e7lar\u0131n yorumlanmas\u0131 ve uygulanmas\u0131 gerekir. Veri bilimi ile birlikte elde edilen bulgular, i\u015f kararlar\u0131na ve stratejilerine d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr. Kullan\u0131m a\u00e7\u0131s\u0131ndan \u00f6zellikle veri bilimi sayesinde i\u015fletmelerin bu i\u00e7g\u00f6r\u00fclerle daha etkili kararlar almas\u0131na yard\u0131mc\u0131 olabilirsiniz.<\/p>\n\n\n\n

\u0130\u015f D\u00fcnyas\u0131nda Veri Bilimi Nas\u0131l Kullan\u0131l\u0131r?<\/strong><\/h2>\n\n\n\n

\u0130\u015f d\u00fcnyas\u0131na bak\u0131ld\u0131\u011f\u0131nda g\u00fcn\u00fcm\u00fczde pek \u00e7ok farkl\u0131 uygulama kullan\u0131lm\u0131\u015f olsa da, \u00f6zellikle veri biliminin kullan\u0131m\u0131 dikkatleri \u00fczerine \u00e7eker. \u0130\u015f d\u00fcnyas\u0131nda bir\u00e7ok farkl\u0131 alanda kullan\u0131lm\u0131\u015f olan veri bilimi, yayg\u0131n bir \u015fekilde uzun s\u00fcre kullan\u0131larak i\u015fletmelere fayda sa\u011flar. Veri biliminin i\u015f d\u00fcnyas\u0131nda yapm\u0131\u015f oldu\u011fu avantajlar\u0131 daha yak\u0131ndan detayl\u0131 inceleyerek bilgi sahibi olabilirsiniz.<\/p>\n\n\n\n

    \n
  • M\u00fc\u015fteri Davran\u0131\u015f\u0131n\u0131 Anlama: <\/strong>\u0130\u015fletmelerde \u00f6zellikle veri biliminin kullan\u0131m\u0131 sayesinde m\u00fc\u015fterilerin davran\u0131\u015flar\u0131n\u0131 ve tercihlerini daha iyi anlayarak hareket edebilirsiniz. Pazarlama a\u00e7\u0131s\u0131ndan belirli stratejileri optimize etmek i\u00e7in kullan\u0131lan veri bilimi, \u00e7e\u015fitli reklam kampanyalar\u0131 ile m\u00fc\u015fterilerin dikkatini \u00e7ekmenizi sa\u011flar. <\/li>\n<\/ul>\n\n\n\n
      \n
    • Ki\u015fiselle\u015ftirilmi\u015f M\u00fc\u015fteri Deneyimi: <\/strong>Veri bilimi sayesinde e-ticaret, sosyal medya ve hizmet sekt\u00f6r\u00fcnde \u00f6zellikle veri bilimi kullan\u0131m\u0131 ile m\u00fc\u015fteri deneyimlerine g\u00f6re bir sunma i\u015flemi \u00f6n plana \u00e7\u0131kar. G\u00fcn\u00fcm\u00fczde pop\u00fcler olarak bilinen uygulamalar, m\u00fc\u015fterilerin hareketlerine g\u00f6re ek olarak \u00fcr\u00fcnler \u00f6n plana \u00e7\u0131kar\u0131r. <\/li>\n<\/ul>\n\n\n\n
        \n
      • Finansal Hizmetler ve Risk Y\u00f6netimi: <\/strong>Risk y\u00f6netimi a\u00e7\u0131s\u0131ndan \u00f6zellikle veri bilimi sayesinde finan sekt\u00f6r\u00fcnde doland\u0131r\u0131c\u0131l\u0131k tespiti ve kredi riski analizi gibi alanlarda kullan\u0131m sa\u011flayabilirsiniz. Genellikle bu tarz durumlarda kullan\u0131lan analizler, finansal a\u00e7\u0131dan al\u0131nan risklerin daha iyi y\u00f6netilebilmesi i\u00e7in \u00f6n plana \u00e7\u0131kar.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

        Veri \u00e7e\u015fitlerine bak\u0131ld\u0131\u011f\u0131nda g\u00fcn\u00fcm\u00fczde pek \u00e7ok farkl\u0131 \u015firketin yapm\u0131\u015f oldu\u011fu birbirinden \u00f6zel veri t\u00fcrleri bulunur….<\/p>\n","protected":false},"author":8,"featured_media":14874,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-14873","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-uncategorized-tr"},"acf":[],"yoast_head":"\nVeri Bilimi Nedir ve \u0130\u015f D\u00fcnyas\u0131nda Nas\u0131l Kullan\u0131l\u0131r? - Global IT<\/title>\n<meta name=\"description\" content=\"Veri bilimi, b\u00fcy\u00fck veri analizleri yaparak i\u015f d\u00fcnyas\u0131nda stratejik kararlar almay\u0131 sa\u011flar. M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 anlamada kullan\u0131l\u0131r ve yenilikler sunar.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/globalit.com.tr\/veri-bilimi-nedir-ve-is-dunyasinda-nasil-kullanilir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Veri Bilimi Nedir ve \u0130\u015f D\u00fcnyas\u0131nda Nas\u0131l Kullan\u0131l\u0131r? - Global IT\" \/>\n<meta property=\"og:description\" content=\"Veri bilimi, b\u00fcy\u00fck veri analizleri yaparak i\u015f d\u00fcnyas\u0131nda stratejik kararlar almay\u0131 sa\u011flar. 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