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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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+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=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1250&ask_summarization=1"},{"index":12,"title":"Iris Veri Seti ve Özellikleri","list":{"type":"unordered","items":["Iris veri seti, University of California'dan bağışlanmış açık kaynak bir veri kümesi olup, yapay zeka öğrenicilerinin ilk kullandığı datalardan biridir.","Veri setinde üç farklı Iris bitkisi (Iris setosa, Iris versicolor, Iris virginica) ve dört farklı parametre (sepal width, sepal length, petal width, petal length) bulunuyor.","Veri setinde toplam 150 çiçek ölçülmüş ve sınıflandırılmış."]},"beginTime":1314,"endTime":1420,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1314&ask_summarization=1"},{"index":13,"title":"Azure Machine Learning Studio'da Model Oluşturma","list":{"type":"unordered","items":["Azure Machine Learning Studio'da yeni bir deney oluşturulup, veri okuma işlemi yapılıyor.","Veri setindeki boş satırlar silinerek veri temizliği yapılıyor.","Veri seti, eğitim ve test için rastgele bölünüyor; eğitim için %70-80, test için %20-30 oranında veriler kullanılıyor."]},"beginTime":1420,"endTime":1669,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1420&ask_summarization=1"},{"index":14,"title":"Sınıflandırıcı Seçimi ve Model Eğitimi","list":{"type":"unordered","items":["Altı sınıflı karar ağacı (Multi-Class Decision Tree) sınıflandırıcı seçiliyor.","Model eğitimi için eğitim verisi ve sınıflandırılacak veriler belirleniyor.","Model eğitimi yaklaşık bir dakika beş saniye sürüyor ve sonuçlar elde ediliyor."]},"beginTime":1669,"endTime":1881,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1669&ask_summarization=1"},{"index":15,"title":"Yapay Zeka Modelinin Eğitimi ve Performansı","list":{"type":"unordered","items":["Eğitimde 105 veri kullanılmış, kalan 130 veri test verileri olarak ayrılmıştır.","Eğitilen model test verilerinde %97 başarıyla sınıflandırma yapmıştır.","Komşu matrix sonuçlarına göre setosa'ların %100'ü iris olarak tahmin edilmiş, versicolor'ların %92'si doğru sınıflandırılmış, virginiica'ların ise tamamı doğru tespit edilmiştir."]},"beginTime":1884,"endTime":1961,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1884&ask_summarization=1"},{"index":16,"title":"Web Servisi Oluşturma","list":{"type":"unordered","items":["Eğitilen modeli kendi programlarda kullanmak için \"Setup as Web Service\" seçeneği kullanılmıştır.","Web servisi, dünyanın her yerinden erişilebilir şekilde oluşturulmuştur.","Bu web servisi Excel'e bağlanabilir veya Python uygulamalarında kullanılabilir."]},"beginTime":1961,"endTime":2045,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=1961&ask_summarization=1"},{"index":17,"title":"Web Servisinin Kullanımı","list":{"type":"unordered","items":["Web servisinin dashboard'unda kullanım istatistikleri görüntülenebilir.","Web servisine veri gönderildiğinde, çiçeğin hangi sınıfa ait olma ihtimali hesaplanır.","Örnek olarak verilen verilere göre çiçeğin %75 ihtimalle iris virginica olarak sınıflandırıldığı belirlenmiştir."]},"beginTime":2045,"endTime":2174,"href":"/video/preview/4051906015627612440?parent-reqid=1769608150829798-3532623468568613902-balancer-l7leveler-kubr-yp-klg-89-BAL&text=DH+learning+studio&t=2045&ask_summarization=1"},{"index":18,"title":"Excel'de Web Servisini Kullanma","list":{"type":"unordered","items":["Excel'de web servisini kullanmak için uygun formatta veri girilmesi gerekmektedir.","Excel'de 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