{"id":1010500,"date":"2023-09-21T11:00:00","date_gmt":"2023-09-21T18:00:00","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/"},"modified":"2025-02-17T00:05:10","modified_gmt":"2025-02-17T07:05:10","slug":"buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/","title":{"rendered":"B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka &amp; Birlikte Nas\u0131l \u00c7al\u0131\u015f\u0131yorlar?"},"content":{"rendered":"\n<p>\u00c7o\u011fu i\u015fletme s\u00fcrekli olarak b\u00fcy\u00fck miktarda bilgiyle kar\u015f\u0131 kar\u015f\u0131yad\u0131r. Bu veri ak\u0131\u015f\u0131 hem f\u0131rsatlar hem de zorluklar sunuyor. Bir yandan, stratejik kararlar\u0131 ve inovasyonu y\u00f6nlendirebilecek de\u011ferli i\u00e7g\u00f6r\u00fcler sa\u011flama potansiyeline sahiptir. \u00d6te yandan, bu verilerin hacmi ve karma\u015f\u0131kl\u0131\u011f\u0131 bunalt\u0131c\u0131 olabilir. B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka i\u015fte bu noktada devreye giriyor ve verilerden anlaml\u0131 i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunuyor.    <\/p>\n\n<h2 class=\"wp-block-heading\">B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka Nedir?<\/h2>\n\n<p>Genellikle B\u00fcy\u00fck Veride Yapay Zeka veya Veri Analiti\u011fi i\u00e7in Yapay Zeka olarak adland\u0131r\u0131lan B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka, iki en yeni teknolojinin birle\u015fimidir: Yapay Zeka ve B\u00fcy\u00fck Veri. B\u00fcy\u00fck ve karma\u015f\u0131k veri k\u00fcmelerini analiz etmek, yorumlamak ve bunlardan eyleme d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir i\u00e7g\u00f6r\u00fcler elde etmek i\u00e7in yapay zeka odakl\u0131 algoritmalar\u0131n ve makine \u00f6\u011frenimi tekniklerinin kullan\u0131lmas\u0131n\u0131 i\u00e7erir. B\u00fcy\u00fck Veri&#8217;de yapay zekan\u0131n birincil amac\u0131, veri analizi s\u00fcrecini otomatikle\u015ftirmek ve geli\u015ftirmek, daha h\u0131zl\u0131, daha do\u011fru ve \u00f6l\u00e7eklenebilir hale getirmektir.  <\/p>\n\n<p>B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka, \u00f6z\u00fcnde kal\u0131plar\u0131 tan\u0131yabilen, tahminlerde bulunabilen ve minimum insan m\u00fcdahalesi ile performanslar\u0131n\u0131 s\u00fcrekli olarak iyile\u015ftirebilen makine \u00f6\u011frenimi modellerinden yararlan\u0131r. Bu modeller veri k\u00fcmeleri \u00fczerinde e\u011fitilir ve insanlar\u0131n ortaya \u00e7\u0131karmas\u0131 imkans\u0131z veya son derece zaman al\u0131c\u0131 olabilecek e\u011filimleri, anormallikleri ve korelasyonlar\u0131 belirlemelerine olanak tan\u0131r. Bu sayede B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka, kurulu\u015flar\u0131n <a href=\"https:\/\/www.questionpro.com\/features\/raw-data-export.html\">ham verileri<\/a> stratejik varl\u0131klara d\u00f6n\u00fc\u015ft\u00fcrerek bilin\u00e7li karar alma s\u00fcre\u00e7lerini desteklemelerini ve kendi sekt\u00f6rlerinde rekabet avantaj\u0131 elde etmelerini sa\u011flar.  <\/p>\n\n<h2 class=\"wp-block-heading\">B\u00fcy\u00fck Veri ve Yapay Zeka Birlikte Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n\n<p>B\u00fcy\u00fck Veri ve Yapay Zeka sadece birbirini tamamlayan unsurlar de\u011fil, birbirlerine ba\u011f\u0131ml\u0131 unsurlard\u0131r. B\u00fcy\u00fck Veri, <a href=\"https:\/\/www.questionpro.com\/blog\/tr\/yapay-zeka-modeli-nedir-turleri-sentetik-verinin-rolu\/\">YZ<\/a> &#8216;nin sihrini kullanabilmesi i\u00e7in hammaddeyi, yani geni\u015f veri k\u00fcmelerini sa\u011flar. \u0130kisi aras\u0131ndaki sinerji a\u015fa\u011f\u0131daki ad\u0131mlarla g\u00f6sterilebilir:  <\/p>\n\n<ol>\n<li><strong>Veri Toplama:<\/strong> B\u00fcy\u00fck Veri, sens\u00f6rler, sosyal medya, m\u00fc\u015fteri etkile\u015fimleri ve daha fazlas\u0131 dahil olmak \u00fczere \u00e7e\u015fitli kaynaklardan \u00e7ok miktarda yap\u0131land\u0131r\u0131lm\u0131\u015f ve yap\u0131land\u0131r\u0131lmam\u0131\u015f verinin toplanmas\u0131n\u0131 kapsar. Bu veriler yapay zeka uygulamalar\u0131n\u0131n temelini olu\u015fturur. <\/li>\n\n\n\n<li><strong>Veri Depolama ve \u0130\u015fleme:<\/strong> <a href=\"https:\/\/hadoop.apache.org\/\">Hadoop<\/a> ve Spark gibi B\u00fcy\u00fck Veri teknolojileri, devasa veri k\u00fcmelerinin depolanmas\u0131n\u0131 ve i\u015flenmesini kolayla\u015ft\u0131r\u0131r. Bu altyap\u0131, verilerin eri\u015filebilir ve yapay zeka algoritmalar\u0131 i\u00e7in kullan\u0131labilir olmas\u0131n\u0131 sa\u011flar. <\/li>\n\n\n\n<li><strong>Veri \u00d6n \u0130\u015fleme:<\/strong> Yapay zeka verileri analiz etmeden \u00f6nce genellikle \u00f6n i\u015fleme gerektirir. Bu ad\u0131m, verileri makine \u00f6\u011frenimi modellerine uygun hale getirmek i\u00e7in temizlemeyi, d\u00f6n\u00fc\u015ft\u00fcrmeyi ve yap\u0131land\u0131rmay\u0131 i\u00e7erir. <\/li>\n\n\n\n<li><strong>Yapay Zeka Modellemesi:<\/strong> Yapay zekan\u0131n bir alt k\u00fcmesi olan makine \u00f6\u011frenimi algoritmalar\u0131 daha sonra haz\u0131rlanan verilere uygulan\u0131r. Bu algoritmalar tahmin i\u00e7in denetimli \u00f6\u011frenmeyi, \u00f6r\u00fcnt\u00fc tan\u0131ma i\u00e7in denetimsiz \u00f6\u011frenmeyi ve karar verme i\u00e7in peki\u015ftirmeli \u00f6\u011frenmeyi i\u00e7erebilir. <\/li>\n\n\n\n<li><strong>E\u011fitim ve \u00c7\u0131kar\u0131m:<\/strong> Yapay zeka modelleri, kal\u0131plar\u0131 ve ili\u015fkileri \u00f6\u011frenmek i\u00e7in ge\u00e7mi\u015f veriler \u00fczerinde e\u011fitilir. E\u011fitildikten sonra, ger\u00e7ek zamanl\u0131 olarak yeni, gelen verilere dayal\u0131 tahminler veya kararlar verebilirler. <\/li>\n\n\n\n<li><strong>\u0130\u00e7g\u00f6r\u00fc \u00dcretimi:<\/strong> Bu s\u00fcrecin nihai \u00e7\u0131kt\u0131s\u0131 eyleme ge\u00e7irilebilir i\u00e7g\u00f6r\u00fclerdir. Yapay zeka algoritmalar\u0131, \u00fcr\u00fcn ve hizmetlerin iyile\u015ftirilmesinden i\u015f operasyonlar\u0131n\u0131n optimize edilmesine kadar \u00e7e\u015fitli ama\u00e7lar i\u00e7in kullan\u0131labilecek B\u00fcy\u00fck Veri&#8217;den gizli kal\u0131plar\u0131, anormallikleri, e\u011filimleri ve tahminleri ortaya \u00e7\u0131kar\u0131r. <\/li>\n<\/ol>\n\n<h2 class=\"wp-block-heading\">B\u00fcy\u00fck Veri i\u00e7in En \u0130yi Yapay Zeka Nedir?<\/h2>\n\n<p>B\u00fcy\u00fck Veri i\u00e7in do\u011fru yapay zekay\u0131 se\u00e7mek s\u00f6z konusu oldu\u011funda, herkese uyan tek bir \u00e7\u00f6z\u00fcm yoktur. Se\u00e7im, bir kurulu\u015fun \u00f6zel ihtiya\u00e7lar\u0131na ve hedeflerine ba\u011fl\u0131d\u0131r. Bununla birlikte, B\u00fcy\u00fck Veri analiti\u011fi alan\u0131nda birka\u00e7 yapay zeka teknolojisi \u00f6ne \u00e7\u0131km\u0131\u015ft\u0131r:  <\/p>\n\n<ol>\n<li><strong>Makine \u00d6\u011frenimi:<\/strong> Makine \u00f6\u011frenimi, B\u00fcy\u00fck Veri i\u00e7in yapay zekan\u0131n temel bir bile\u015fenidir. Denetimli \u00f6\u011frenme, denetimsiz \u00f6\u011frenme ve derin \u00f6\u011frenme gibi \u00e7e\u015fitli teknikleri i\u00e7erir. \u00d6rne\u011fin denetimli \u00f6\u011frenme, s\u0131n\u0131fland\u0131rma ve regresyon g\u00f6revleri i\u00e7in kullan\u0131l\u0131r, bu da onu B\u00fcy\u00fck Veri ile tahmine dayal\u0131 analitik i\u00e7in uygun hale getirir.  <\/li>\n\n\n\n<li><strong>Do\u011fal Dil \u0130\u015fleme (NLP):<\/strong> NLP, bilgisayarlar ve insan dili aras\u0131ndaki etkile\u015fime odaklanan bir yapay zeka alt k\u00fcmesidir. \u00d6zellikle m\u00fc\u015fteri yorumlar\u0131, sosyal medya g\u00f6nderileri veya haber makaleleri gibi yap\u0131land\u0131r\u0131lmam\u0131\u015f metin verilerini geni\u015f \u00f6l\u00e7ekte analiz etmek i\u00e7in de\u011ferlidir. <\/li>\n\n\n\n<li><strong>Bilgisayarla G\u00f6rme:<\/strong> Bilgisayar g\u00f6r\u00fc\u015f\u00fc, makinelerin g\u00f6r\u00fcnt\u00fcler ve videolar da dahil olmak \u00fczere d\u00fcnyadaki g\u00f6rsel bilgileri yorumlamas\u0131n\u0131 ve anlamas\u0131n\u0131 sa\u011flar. Bu teknoloji, B\u00fcy\u00fck Veri senaryolar\u0131na uygulanabilen g\u00f6r\u00fcnt\u00fc tan\u0131ma, nesne alg\u0131lama ve y\u00fcz tan\u0131ma gibi g\u00f6revler i\u00e7in \u00e7ok de\u011ferlidir. <\/li>\n\n\n\n<li><strong>Takviyeli \u00d6\u011frenme:<\/strong> Karar vermenin \u00e7ok \u00f6nemli oldu\u011fu durumlarda, takviyeli \u00f6\u011frenme algoritmalar\u0131 kullan\u0131labilir. Tedarik zinciri y\u00f6netimi veya otonom ara\u00e7lar gibi karma\u015f\u0131k sistemleri ve s\u00fcre\u00e7leri etkile\u015fim yoluyla \u00f6\u011frenerek optimize etmek i\u00e7in \u00e7ok uygundurlar. <\/li>\n\n\n\n<li><strong>Derin \u00d6\u011frenme:<\/strong> Makine \u00f6\u011freniminin bir alt k\u00fcmesi olan derin \u00f6\u011frenme, birden fazla katmana sahip sinir a\u011flar\u0131n\u0131 i\u00e7erir. \u00d6zellikle konu\u015fma tan\u0131ma veya g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma gibi \u00f6r\u00fcnt\u00fc tan\u0131mada y\u00fcksek do\u011fruluk gerektiren g\u00f6revler i\u00e7in etkilidir. <\/li>\n<\/ol>\n\n<p>En iyi yapay zeka teknolojisinin se\u00e7ilmesi, B\u00fcy\u00fck Veri analiti\u011fi projenizin \u00f6zel hedeflerine ba\u011fl\u0131d\u0131r. \u00c7o\u011fu durumda, \u00e7e\u015fitli veri k\u00fcmelerinden en de\u011ferli i\u00e7g\u00f6r\u00fcleri elde etmek i\u00e7in bu YZ tekniklerinin bir kombinasyonu gerekebilir. <\/p>\n\n<h2 class=\"wp-block-heading\">B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka \u00d6rnekleri<\/h2>\n\n<p><a href=\"https:\/\/www.questionpro.com\/blog\/artificial-intelligence-next-big-leap-online-surveys\/\">Yapay Zeka<\/a> (AI), B\u00fcy\u00fck Veri&#8217;de merkezi bir rol oynar ve \u00e7e\u015fitli temel yollarla katk\u0131da bulunur. Yapay zeka odakl\u0131 algoritmalar veri analizi s\u00fcrecini otomatikle\u015ftirerek \u00f6nemli \u00f6l\u00e7\u00fcde zaman tasarrufu sa\u011flar ve insan hatalar\u0131n\u0131 azalt\u0131r. Bu algoritmalar, aksi takdirde fark edilmeyebilecek gizli kal\u0131plar\u0131 ve e\u011filimleri ortaya \u00e7\u0131kararak geni\u015f veri k\u00fcmelerini verimli bir \u015fekilde ele al\u0131r.  <\/p>\n\n<p>Ayr\u0131ca, bilin\u00e7li tahminler yapmak i\u00e7in ge\u00e7mi\u015f verileri kullanarak tahmine dayal\u0131 analitikte de ba\u015far\u0131l\u0131d\u0131r. \u0130ster <a href=\"https:\/\/www.questionpro.com\/blog\/tr\/tuketici-davranisi-tanim-faktorler-ve-yontemler\/\">m\u00fc\u015fteri davran\u0131\u015f\u0131n\u0131,<\/a> ister ekipman ar\u0131zalar\u0131n\u0131 veya pazar e\u011filimlerini tahmin etsin, yapay zeka eyleme ge\u00e7irilebilir i\u00e7g\u00f6r\u00fclerle karar verme s\u00fcrecini g\u00fc\u00e7lendirir. Sahtekarl\u0131k tespiti, a\u011f g\u00fcvenli\u011fi ve kalite kontrol gibi g\u00f6revler i\u00e7in kritik bir yetenek olan veri k\u00fcmelerindeki anormallikleri tespit etmede ustad\u0131rlar.  <\/p>\n\n<p>Yapay zeka destekli \u00f6neri sistemleri, Netflix ve Amazon&#8217;da \u00f6rneklendi\u011fi gibi ki\u015fiselle\u015ftirilmi\u015f i\u00e7erik ve \u00fcr\u00fcn \u00f6nerileri sunmak i\u00e7in B\u00fcy\u00fck Veri&#8217;den yararlanmaktad\u0131r. Son olarak, Yapay Zeka&#8217;daki Do\u011fal Dil \u0130\u015fleme (NLP), kurulu\u015flar\u0131n m\u00fc\u015fteri duygular\u0131n\u0131, geri bildirimlerini ve metinsel g\u00f6r\u00fc\u015flerini analiz etmelerini ve anlamalar\u0131n\u0131 sa\u011flayarak \u00fcr\u00fcn ve hizmet geli\u015ftirmelerine katk\u0131da bulunur. <\/p>\n\n<p>B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka, \u00e7e\u015fitli sekt\u00f6rlerde \u00f6nemli etkiler yaratm\u0131\u015ft\u0131r:<\/p>\n\n<ol>\n<li><strong>Sa\u011fl\u0131k hizmetleri:<\/strong> Yapay zeka, hasta verilerini analiz etmek, hastal\u0131klar\u0131n te\u015fhisine yard\u0131mc\u0131 olmak, hasta sonu\u00e7lar\u0131n\u0131 tahmin etmek ve hatta bireysel sa\u011fl\u0131k kay\u0131tlar\u0131na dayal\u0131 tedavi planlar\u0131n\u0131 ki\u015fiselle\u015ftirmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n\n\n\n<li><strong>Finans:<\/strong> Finans kurumlar\u0131 doland\u0131r\u0131c\u0131l\u0131k tespiti, algoritmik ticaret, kredi riski de\u011ferlendirmesi ve m\u00fc\u015fteri hizmetleri chatbot&#8217;lar\u0131 i\u00e7in yapay zekadan yararlan\u0131yor.<\/li>\n\n\n\n<li><strong>Perakende:<\/strong> Yapay zeka odakl\u0131 \u00f6neri motorlar\u0131 al\u0131\u015fveri\u015f deneyimlerini ki\u015fiselle\u015ftirir, envanter y\u00f6netimini optimize eder ve dinamik fiyatland\u0131rma stratejileri sa\u011flar.<\/li>\n\n\n\n<li><strong>\u00dcretim:<\/strong> Yapay zeka destekli kestirimci bak\u0131m, ekipman ar\u0131zalar\u0131n\u0131 tahmin ederek ar\u0131za s\u00fcresini azalt\u0131rken, kalite kontrol sistemleri \u00fcr\u00fcn kalitesini art\u0131r\u0131r.<\/li>\n\n\n\n<li><strong>Pazarlama:<\/strong> Yapay zeka, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz ederek, kitleleri segmentlere ay\u0131rarak ve reklam hedeflemeyi optimize ederek pazarlama kampanyalar\u0131n\u0131 geli\u015ftirir.<\/li>\n<\/ol>\n\n<h2 class=\"wp-block-heading\">B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka: Benzerlikler ve Farkl\u0131l\u0131klar<\/h2>\n\n<p>B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka, kurulu\u015flar\u0131n geni\u015f ve karma\u015f\u0131k veri k\u00fcmelerinden de\u011fer elde etmelerini sa\u011flayan m\u00fcthi\u015f bir kombinasyondur. \u0130\u015fletmeler, yapay zeka odakl\u0131 algoritmalar\u0131n yeteneklerinden yararlanarak veri analizini otomatikle\u015ftirebilir, tahmine dayal\u0131 i\u00e7g\u00f6r\u00fcler elde edebilir ve bilin\u00e7li karar verme s\u00fcrecini y\u00f6nlendiren gizli kal\u0131plar\u0131 ortaya \u00e7\u0131karabilir.   <\/p>\n\n<p>Yapay Zeka ve B\u00fcy\u00fck Veri farkl\u0131 alanlar olsa da, ortak noktalar\u0131 ve farkl\u0131l\u0131klar\u0131 vard\u0131r:<\/p>\n\n<p><strong>Benzerlikler:<\/strong><\/p>\n\n<ul>\n<li><strong>Veri Odakl\u0131:<\/strong> Hem yapay zeka hem de B\u00fcy\u00fck Veri, can damar\u0131 olarak veriye dayan\u0131r. YZ, e\u011fitim i\u00e7in b\u00fcy\u00fck veri k\u00fcmelerine ihtiya\u00e7 duyar ve B\u00fcy\u00fck Veri de bu veri k\u00fcmelerinin kayna\u011f\u0131d\u0131r. <\/li>\n\n\n\n<li><strong>Makine \u00d6\u011frenimi:<\/strong> Yapay zeka, her iki alan\u0131n da bir alt k\u00fcmesi olan makine \u00f6\u011frenimini yo\u011fun bir \u015fekilde kullan\u0131r. Makine \u00f6\u011frenimi modelleri, tahminlerde bulunmak ve kararlar almak i\u00e7in B\u00fcy\u00fck Veri \u00fczerinde e\u011fitilir. <\/li>\n<\/ul>\n\n<p><strong>Farkl\u0131l\u0131klar:<\/strong><\/p>\n\n<ul>\n<li><strong>Kapsam:<\/strong> B\u00fcy\u00fck Veri, b\u00fcy\u00fck hacimli verilerin toplanmas\u0131, depolanmas\u0131 ve i\u015flenmesine odaklan\u0131rken, yapay zeka \u00f6r\u00fcnt\u00fc tan\u0131ma ve karar verme gibi g\u00f6revler i\u00e7in algoritmalar ve modeller olu\u015fturmakla ilgilenir.<\/li>\n\n\n\n<li><strong>Ama\u00e7:<\/strong> B\u00fcy\u00fck Veri&#8217;nin birincil amac\u0131 verileri y\u00f6netmek ve analiz etmek iken, YZ&#8217;nin amac\u0131 g\u00f6revleri otonom olarak yerine getirebilen ak\u0131ll\u0131 sistemler olu\u015fturmakt\u0131r.<\/li>\n<\/ul>\n\n<p>\u00d6z\u00fcnde, B\u00fcy\u00fck Veri hammaddeyi sa\u011flar ve yapay zeka i\u00e7g\u00f6r\u00fcler olu\u015fturmak ve ak\u0131ll\u0131 eylemleri y\u00f6nlendirmek i\u00e7in bu malzemeyi i\u015fler ve yorumlar.<\/p>\n\n<h2 class=\"wp-block-heading\">Sonu\u00e7<\/h2>\n\n<p>Verileri stratejik bir varl\u0131\u011fa d\u00f6n\u00fc\u015ft\u00fcrme becerisi oyunun kurallar\u0131n\u0131 de\u011fi\u015ftirir. 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Dolay\u0131s\u0131yla as\u0131l soru, B\u00fcy\u00fck Veri i\u00e7in yapay zekan\u0131n benimsenip benimsenmeyece\u011fi de\u011fil, bu d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc yolculu\u011fa ne kadar erken ve etkili bir \u015fekilde \u00e7\u0131k\u0131laca\u011f\u0131d\u0131r. <\/p>\n\n<h3 class=\"wp-block-heading\"><em>QuestionPro&#8217;nun QxBot&#8217;unun son teknoloji yeteneklerini ke\u015ffedin ve b\u00fcy\u00fck veri ihtiya\u00e7lar\u0131n\u0131z i\u00e7in yapay zeka destekli analiti\u011fin t\u00fcm potansiyelini ortaya \u00e7\u0131kar\u0131n.<\/em><\/h3>\n\n<p><a href=\"https:\/\/www.questionpro.com\/features\/qxbot.html\">QxBot<\/a>, QuestionPro&#8217;nun mevcut anket platformumuz i\u00e7inde tasarlanm\u0131\u015f yenilik\u00e7i \u00fcretken yapay zeka arac\u0131d\u0131r. Herhangi bir konuda saniyeler i\u00e7inde anket olu\u015fturmak i\u00e7in bir konu\u015fma aray\u00fcz\u00fc kullanarak, ara\u015ft\u0131rmak istedi\u011finiz herhangi bir konuda 60 saniye gibi k\u0131sa bir s\u00fcrede h\u0131zl\u0131 ve yarat\u0131c\u0131 anketler olu\u015fturabilirsiniz. <\/p>\n\n<p>QxBot&#8217;un veri analizini nas\u0131l kolayla\u015ft\u0131rabilece\u011fini, karar verme s\u00fcrecini nas\u0131l geli\u015ftirebilece\u011fini ve eyleme d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir i\u00e7g\u00f6r\u00fcler sa\u011flayabilece\u011fini ke\u015ffedin. QxBot&#8217;u bug\u00fcn deneyerek yapay zekan\u0131n gelece\u011fine dal\u0131n! <\/p>\n\n<p><\/p><p style=\"text-align: center\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" target=\"_blank\" rel=\"noopener\">\n  <button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\">\n  <button>\u00dcCRETS\u0130Z DENEME<\/button>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00c7o\u011fu i\u015fletme s\u00fcrekli olarak b\u00fcy\u00fck miktarda bilgiyle kar\u015f\u0131 kar\u015f\u0131yad\u0131r. Bu veri ak\u0131\u015f\u0131 hem f\u0131rsatlar hem de zorluklar sunuyor. Bir yandan, [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":817154,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1114,1681],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka &amp; Birlikte Nas\u0131l \u00c7al\u0131\u015f\u0131yorlar?<\/title>\n<meta name=\"description\" content=\"B\u00fcy\u00fck veri i\u00e7in Yapay Zekan\u0131n rol\u00fcn\u00fc, benzerliklerini ve farkl\u0131l\u0131klar\u0131n\u0131 ve yapay zekan\u0131n veri d\u00fcnyas\u0131na giri\u015fini ke\u015ffedin.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.questionpro.com\/blog\/tr\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka &amp; Birlikte Nas\u0131l \u00c7al\u0131\u015f\u0131yorlar?\" \/>\n<meta property=\"og:description\" content=\"B\u00fcy\u00fck veri i\u00e7in Yapay Zekan\u0131n rol\u00fcn\u00fc, benzerliklerini ve farkl\u0131l\u0131klar\u0131n\u0131 ve yapay zekan\u0131n veri d\u00fcnyas\u0131na giri\u015fini ke\u015ffedin.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.questionpro.com\/blog\/tr\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/\" \/>\n<meta property=\"og:site_name\" content=\"QuestionPro\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/questionpro\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-21T18:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-17T07:05:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.questionpro.com\/blog\/wp-content\/uploads\/2023\/09\/Artificial-Intelligence-for-Big-Data.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1750\" \/>\n\t<meta property=\"og:image:height\" content=\"1045\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Fabyio Villegas\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@questionpro\" \/>\n<meta name=\"twitter:site\" content=\"@questionpro\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fabyio Villegas\" \/>\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:\/\/www.questionpro.com\/blog\/tr\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/buyuk-veri-icin-yapay-zeka-birlikte-nasil-calisiyorlar\/\"},\"author\":{\"name\":\"Fabyio Villegas\",\"@id\":\"https:\/\/www.questionpro.com\/blog\/tr\/#\/schema\/person\/4f0c1596eb1a64b215717f16e263068d\"},\"headline\":\"B\u00fcy\u00fck Veri i\u00e7in Yapay Zeka &amp; 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