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Popüler bulut teknolojilerinden Microsoft Azure Machine Learning Studio ile Bitki...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/4397525/7ca79a35badb9ff45124b11b3f9f6429/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/L8xTUgEAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"16","reqid":"1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=videoid:4051906015627612440","teaser":[{"list":{"type":"unordered","items":["Bu video, Kayseri Üniversitesi'nde öğretim üyesi olan Dr. Rıfat Kurban tarafından sunulan kapsamlı bir yapay zeka eğitim içeriğidir. Dr. Kurban, bilgisayar mühendisliği alanında yüksek lisans ve doktora derecelerine sahip bir akademisyendir.","Video, yapay zeka kavramının tanımı ve tarihsel gelişimiyle başlayıp, yapay zeka uygulamalarının temel alanlarını (öğrenme, problem çözme, planlama, doğal dil işleme, algılama ve robotik) detaylı şekilde ele almaktadır. Daha sonra optimizasyon algoritmaları, muhakeme yöntemleri, olasılıksal yöntemler ve sınıflandırma algoritmaları anlatılmakta, son olarak Azure Machine Learning Studio kullanarak Iris çiçeği sınıflandırma örneği üzerinden pratik bir uygulama sunulmaktadır.","Video, yapay zeka için kullanılan platformlar (R, Python, Red Hat, Meter) hakkında bilgi vererek başlıyor ve eğitilen modelin web servisi olarak nasıl kullanılacağını gösteriyor. Ayrıca, eğitilen modelin Excel veya Python gibi farklı programlarda nasıl entegre edilebileceği ve online olarak nasıl test edilebileceği örneklerle açıklanıyor. Video, yapay zekanın geleceği hakkında bir beyin fırtınası önerisiyle sonlanıyor."]},"endTime":2342,"title":"Yapay Zeka Eğitim ve Uygulama Videosu","beginTime":0}],"fullResult":[{"index":0,"title":"Yapay Zeka Nedir ve Tarihi","list":{"type":"unordered","items":["Yapay zeka, hayvan ve insanlardaki doğal zekadan farklı olarak makinelerin sergilediği zekadır ve öğrenme ile problem çözme temel unsurlarını içerir.","Yapay zeka araştırmaları bilgisayarla aynı geçmişe sahiptir ve ilk yapay zeka problemleri ilk bilgisayarlar çıktığı zaman ortaya atılmıştır.","Turing testi, yapay zeka araştırmalarının en ünlü testlerinden biridir; bu testte perdenin arkasındaki robot kendini insanmış gibi tanıtarak testi geçmeye çalışır."]},"beginTime":27,"endTime":96,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=27&ask_summarization=1"},{"index":1,"title":"Yapay Zeka Uygulamaları","list":{"type":"unordered","items":["İlk yapay zeka çalışmaları bilgi temsili ve muhakeme (akıl yürütme) alanında gerçekleşmiştir; uzman sistemler karmaşık görevleri çözmekte ve dünya hakkında bilgileri temsil etmeye adanmıştır.","Planlama (optimizasyon) yapay zeka uygulamalarının önemli alanlarından biridir; mevcut seçeneklerin faydasını maksimize eden veya zararı minimize eden seçimler yapabilme yeteneğidir.","Gezgin satıcı problemi gibi karmaşık problemlerin çözümünde evrimsel algoritmalar ve sürü zekasına dayalı algoritmalar kullanılmaktadır."]},"beginTime":96,"endTime":234,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=96&ask_summarization=1"},{"index":2,"title":"Makine Öğrenimi","list":{"type":"unordered","items":["Makine öğrenimi, deneyim yoluyla otomatik olarak gelişen bilgisayar algoritmalarıdır ve danışmansız öğrenme ile danışmanlı öğrenme olmak üzere iki ana kategoriye ayrılır.","Danışmansız öğrenmede veriler verilir ancak sonuçları belirtilmez, algoritma verileri kendi kendine sınıflandırır (kümeleme algoritmaları).","Danışmanlı öğrenmede uzman kontrolünde veriler sınıflandırılır ve sistem bu bilgileri öğrenerek genelleştirilir; regresyon ise sayısal değerler tahmin etmeye çalışır."]},"beginTime":234,"endTime":341,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=234&ask_summarization=1"},{"index":3,"title":"Yapay Zeka Uygulamaları","list":{"type":"unordered","items":["Öznitelik seçme ve boyut indirgeme, çok sayıda parametre arasından sadece ilgili olanları seçerek giriş parametrelerinin sayısını azaltma işlemidir.","Doğal dil işleme, bilgisayarlarla insan arasındaki etkileşimlerle büyük miktarda doğal dilleri işlemek ve analiz etmek için bilgisayara programlanma konusudur.","Algılama, dünya çeşitli yönlerini algılamak için sensörlerinden gelen girdileri kullanma yeteneğidir; konuşma tanıma, yüz tanıma ve nesne tanıma uygulamaları bu alanda önemli yer tutar."]},"beginTime":341,"endTime":498,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=341&ask_summarization=1"},{"index":4,"title":"Robotik ve Biyoteknoloji","list":{"type":"unordered","items":["Robotik, endüstride kullanılan robotların kendilerine karşılaştıkları zor durumlarda deneyimlerinden çıkararak daha doğru hareket etmesidir.","Evlerimizde kullandığımız mobil robotlar kendilerini çevresi harita alarak ona göre işlemler yaparlar.","Biyoteknolojide ve biyomedikal alanda kullanılan robotlar, değişken canlı ortamların içerisinde çalışan robotlardır."]},"beginTime":498,"endTime":525,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=498&ask_summarization=1"},{"index":5,"title":"Yapay Zeka Araçları","list":{"type":"unordered","items":["Yapay zeka araçları arasında planlama aşamasında kullanılan optimizasyon algoritmaları (karınca kolonisi, genetik algoritma, diferansiyel gelişim algoritması, parçacık sürü optimizasyonu, yapay alkol kolon algoritması) bulunmaktadır.","Parçacık sürü optimizasyonu algoritması, minimizasyon problemlerinde rastgele yerleştirilen parçacıkların en derin çukuru bulmaya çalışmasıyla çalışır.","Bulanık mantık, klasik mantıkta net sınırlar yerine yumuşak geçişler ve reel değerler alan bir yaklaşım sergiler."]},"beginTime":538,"endTime":651,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=538&ask_summarization=1"},{"index":6,"title":"Olasılıksal Yöntemler ve Sınıflandırma","list":{"type":"unordered","items":["Olasılıksal yöntemler arasında bayes sen dağları, gizli marka modelleri, kalma ve parçacık filtreleri, karar teorisi bulunmaktadır.","Expectation maximization clustering algoritması, veri setini iteratif olarak iki sınıfa ayırmaya çalışır.","K en yakın komşu algoritması, verilen bir örnek için en yakın komşuların çoğunluğuna göre sınıflandırma yapar."]},"beginTime":651,"endTime":733,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=651&ask_summarization=1"},{"index":7,"title":"Yapay Sinir Ağları","list":{"type":"unordered","items":["Yapay sinir ağları, neden-sonuç ilişkisi olan ancak matematiksel formülle ifade edilemeyen kompleks sistemleri modellemek için kullanılır.","Yapay sinir ağlarında, sistemdeki giriş parametreleri ve çıkışlar arasında gizli katmanlar bulunur ve optimizasyon algoritması ağırlıkları optimize ederek kara kutu sistemi matematiksel model olarak elde edilir.","Konvolüsyonel sinir ağları, görüntü işlem uygulamaları için uygun olup, görüntüden öznitelikleri çıkartıp boyuttan indirgeme yaparak makine öğrenmesi yapar."]},"beginTime":733,"endTime":884,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=733&ask_summarization=1"},{"index":8,"title":"Yapay Zeka Uygulamaları","list":{"type":"unordered","items":["YP3 algoritması, internet üzerinden kullanılabilen doğal dil işleme tabanlı bir API'dir ve verilen metin üzerinden muhakeme yaparak sonuçlar verir.","YP3, borsa verileri gibi karmaşık verileri analiz ederek tablolar oluşturabilir ve verileri farklı formatlarda sunabilir.","Bilgisayar görme kütüphanesi, eğitilmiş veri kümesini kullanarak farklı yerlerden gelen görüntülerdeki nesneleri detaylı ve hızlı bir şekilde tanıyabilir."]},"beginTime":884,"endTime":1078,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=884&ask_summarization=1"},{"index":9,"title":"Kişisel Yapay Zeka Çalışmaları","list":{"type":"unordered","items":["Lisans yıllarında laka tanımı ve konuşmacı tanıma uygulamaları geliştirilmiştir.","Yüksek lisans ve doktora çalışmalarında görüntü işleme ve optimizasyon alanında resim damgalama, veri gizleme ve termal görüntülerle görünür görüntüleri birleştirme gibi çalışmalar yapılmıştır.","Son yıllarda zeki anten dizlerinin tasarımı ve içme suyunu sağlayan pompa gruplarının enerji verimliliği odaklı optimum işletilmesi üzerine çalışmalar yapılmaktadır."]},"beginTime":1078,"endTime":1150,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=1078&ask_summarization=1"},{"index":10,"title":"Yapay Zeka İçin Gerekli Platformlar ve Kaynaklar","list":{"type":"unordered","items":["Yapay zeka için üç temel platform öne çıkıyor: Metre (ticari bir yazılım), Red Line (son yıllarda popüler olan bir yazılım) ve Python (son on yılda ciddi önem kazanan, özellikle son 2-3 yılda yapay zeka alanında ivme kazanan bir programlama dili).","Python, hafif ve basit bir yazılım geliştirme platformu olup Windows, Mac, Linux ve ARM işlemcilerde çalışabiliyor.","Yapay zeka eğitimi için Stanford Üniversitesi'nden Andrew Ng'nin bedava machine learning kursu tavsiye ediliyor."]},"beginTime":1165,"endTime":1250,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=1165&ask_summarization=1"},{"index":11,"title":"Bulut Teknolojileri ve Veri Kümeleri","list":{"type":"unordered","items":["Yapay zeka teknikleri program yazmadan bulut üzerinde veya bilgisayar gücü yetersiz olduğunda bulut teknolojileri üzerinde çalıştırılabilir.","Microsoft Azure Machine Learning Studio, ücretsiz üyelik açılarak kullanılabilen bir platform olarak öneriliyor.","Yapay zeka için en iyi bilinen problemlerden biri olan bitki sınıflandırma problemi için Iris datası kullanılıyor."]},"beginTime":1250,"endTime":1314,"href":"/video/preview/4051906015627612440?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=1250&ask_summarization=1"},{"index":12,"title":"Iris Veri Seti ve 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Öğretmen, \"Hiper Zeka\" adlı bir kitap yazmış ve bu videoda \"Birlikte Yaşamak\" öğrenme alanının son konusu olan \"Yardımlaşma ve Dayanışma Faaliyetlerinin Birlikte Yaşamaya Etkisi\" konusunu anlatmaktadır.","Video, \"Anlıyorum\" bölümünde örnek hikayeler ve sorularla başlayıp, konu anlatım bölümünde toplumsal birlik, yardımlaşma ve dayanışma kavramlarını açıklamaktadır. İçerik, Türk milletinin bağımsızlığını kazanmasında dayanışmanın rolü, aile içindeki yardımlaşma örnekleri, Osmanlı Devleti'ndeki zimem defteri ve askıda ekmek gibi yardımlaşma uygulamaları ile imece gibi toplumsal dayanışma biçimlerini kapsamaktadır.","Video, pekiştirme etkinlikleri ve soru-cevap şeklinde ilerlemekte, deprem gibi felaketlerde halkın gösterdiği dayanışmayı örneklerle anlatmaktadır. Ayrıca, bir sonraki bölümde yeni nesil test çözümlerinin yapılacağı bilgisiyle sonlanmaktadır."]},"endTime":1601,"title":"5. 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hikayesinde, yaşlı ve hasta bir adam oğullarına on dört adet oku uzatıp kırabileceklerini sormuş, ancak tek başına olan her şeyin zayıf olduğunu ve birlikten kuvvet doğduğunu göstermiştir.","\"Sadaka Taşı\" uygulaması, Osmanlı Devleti'nde yaygın olarak görülen, kökeni Selçuklulara kadar uzanan, ihtiyaç sahiplerinin para ve altın alabilmeleri için bırakılan özel bir yerdir."]},"beginTime":108,"endTime":199,"href":"/video/preview/9223588097619135014?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=108&ask_summarization=1"},{"index":2,"title":"Sadaka Taşı Uygulamasının Faydaları","list":{"type":"unordered","items":["Sadaka taşı uygulaması, yardıma muhtaç insanın alabilmesi için para bırakarak toplumsal ihtiyaçların karşılanmasına yol açar.","Fakir ve zenginler arasındaki uçurumu daraltarak birlik ve beraberliğin oluşmasına katkı sağlar.","Yardımlaşma ve dayanışma faaliyeti olduğu için toplum kalkınır, toplumsal huzur ve 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defteri, bugün veresiye defteri olarak bilinir ve Ramazan günlerinde zenginler bakkal ve manav gibi dükkanlara giderek defterin rastgele sayfalarını koparır ve borçlarını öderlerdi.","Bu uygulamada borcu olan borcunu kimin ödediğini, borcu ödeyen de kimin borcunu ödediğini bilmezdi.","Zimem defteri uygulaması, borcu ödenen kişinin ekonomik olarak rahatlamasını sağlar, toplumu kalkınır ve ihtiyaçları giderir."]},"beginTime":816,"endTime":927,"href":"/video/preview/9223588097619135014?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=816&ask_summarization=1"},{"index":9,"title":"Zimem Defterinin Etkileri","list":{"type":"unordered","items":["Zimem defteri uygulaması bireylere toplumsal ihtiyaçları giderir, topluma aitlik duygusu geliştirir ve toplumsal huzur ve refahı artırır.","Bireyler daha sağlıklı, daha huzurlu ve daha mutlu bir şekilde yaşam sürerler.","Zimem defteri uygulaması yardımlaşma ve dayanışma kavramlarıyla 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uygulanmaktadır."]},"beginTime":1023,"endTime":1098,"href":"/video/preview/9223588097619135014?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=1023&ask_summarization=1"},{"index":11,"title":"Yardımlaşma ve Dayanışma Faaliyetleri","list":{"type":"unordered","items":["Yardımlaşma faaliyetleri toplumun beslenme ihtiyacını karşılamaya yöneliktir ve toplumdaki insanların ihtiyaçlarının karşılanmasında etkilidir.","Zenginlerin yardıma muhtaç kişilere yardımda bulunması, zenginlerle fakirler arasındaki dayanışma faaliyetidir.","Askıda ekmek, askıda çorba, askıda fatura ve askıda kırtasiye gibi uygulamalar toplumda yardımlaşma ve dayanışma kavramlarına yerleşmesine katkı sağlar."]},"beginTime":1102,"endTime":1201,"href":"/video/preview/9223588097619135014?parent-reqid=1774051045927584-12811024984368727954-balancer-l7leveler-kubr-yp-vla-61-BAL&text=st+learning+studio&t=1102&ask_summarization=1"},{"index":12,"title":"Yardımlaşma 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