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Prof.Evrim Ersin Kangal Hocama bilgilerini aktardığı için teşekkür...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/919333/6d84307b1986a7bc2ccc4b6f7a393b36/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/_QuumwAAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"14","reqid":"1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=videoid:7115631231275944123","teaser":[{"list":{"type":"unordered","items":["Bu video, bir eğitim içeriği olup, konuşmacı makine öğrenmesinde dummy variable (kukla değişken) kavramını anlatmaktadır. Python'da Jupyter not defteri kullanılarak örnekler gösterilmektedir.","Video, dummy variable kavramının tanımı ve önemi ile başlayıp, kategorik verilerin sayısal verilere dönüştürülmesi sürecini adım adım göstermektedir. Konuşmacı, isim ve cinsiyet kolonlarından oluşan kendi veri setini oluşturarak, cinsiyet değişkenini 0 ve 1 değerlerine dönüştürme işlemini Python kodlarıyla uygulamaktadır. Ayrıca, bu tekniklerin maaş ayrımcılığı gibi gerçek hayat problemlerinde nasıl kullanılabileceği örneklerle açıklanmaktadır. Video, bir sonraki bölümde bu konunun uygulamasının yapılacağını belirterek sona ermektedir."]},"endTime":918,"title":"Makine Öğrenmesinde Dummy Variable (Kukla Değişken) Eğitimi","beginTime":0}],"fullResult":[{"index":0,"title":"Kukla Değişken Nedir?","list":{"type":"unordered","items":["Kukla değişken veya gösterge değişkeni, iki özellikli bir durumu temsil etmek için oluşturulan yapay bir değişkendir.","Regresyonda kullanılan veriler genellikle sayısal veya nicel olurken, nitel veya kategorik değişkenler de karşılaşılabilmektedir.","Kukla değişken, nitel verileri sayısal verilere çevirerek analiz edilebilir hale getirir."]},"beginTime":2,"endTime":140,"href":"/video/preview/7115631231275944123?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=2&ask_summarization=1"},{"index":1,"title":"Python'da Veri Oluşturma","list":{"type":"unordered","items":["Python'da Jupyter kullanılarak pandas kütüphanesi import edilerek veri analizi 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Konuşmacı önce teorik bilgileri vererek kategorik değişkenlerin regresyon analizindeki kullanımını anlatmakta, ardından SPSS programında medeni durum örneği üzerinden kukla değişken oluşturma ve yorumlama sürecini göstermektedir.","Videoda ayrıca kukla değişken tuzağı kavramı, grup sayısından bir eksik kukla değişken oluşturmanın önemi, referans grubu seçimi ve kukla değişkenlerin kodlanması hakkında bilgiler verilmektedir. Medeni durumun (bekar, evli, boşanmış) aylık gelire etkisini analiz etmek için kukla değişkenlerin nasıl oluşturulacağı ve yorumlanacağı detaylı şekilde gösterilmektedir."]},"endTime":1238,"title":"Kukla Değişkenler (Dummy Variables) Eğitim Videosu","beginTime":0}],"fullResult":[{"index":0,"title":"Kukla Değişkenlerin Tanımı ve Önemi","list":{"type":"unordered","items":["Kukla değişkenler (dummy variables), veri analizindeki bir soruna çözüm sağlayan bir konudur.","Kukla değişkenler, cinsiyet, eğitim seviyesi, doğum yeri gibi nitel değişkenleri regresyon analiziyle analiz edebilmemizi sağlar.","Kukla değişkenlerin oluşturulması ve yorumlanması bir bulmaca gibi zevkli bir konudur."]},"beginTime":0,"endTime":69,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=0&ask_summarization=1"},{"index":1,"title":"Regresyon Analizinde Kukla Değişkenlerin Gerekliliği","list":{"type":"unordered","items":["Regresyon analizinde bir değişkenin etkisini ölçmek için, değişkenin grupları arasındaki farkın matematiksel olarak eşit olması gerekir.","İnterval ve ratio değişkenlerde grupların arasındaki fark matematiksel olarak eşittir, ancak kategorik değişkenlerde (medeni hal, cinsiyet gibi) bu durum geçerli değildir.","Kategorik değişkenlerde numaralandırma sadece isimlendirme amacıyla yapılır ve gruplar arasında matematiksel ilişki yoktur."]},"beginTime":69,"endTime":156,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=69&ask_summarization=1"},{"index":2,"title":"Kukla Değişkenlerin Oluşturulması","list":{"type":"unordered","items":["Kukla değişkenler, kategorik değişkenlerin gruplarını yeniden kodlamak için kullanılır.","Kukla değişken oluşturmak, etkisine bakmak istediğimiz grubu bir diğer grupları olarak tanımlayarak analiz etmek demektir.","Kukla değişken sayısını belirlerken \"k eksi bir\" kuralı uygulanır; kaç grup varsa o sayıdan bir eksik kukla değişken oluşturulmalıdır."]},"beginTime":156,"endTime":247,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=156&ask_summarization=1"},{"index":3,"title":"Kukla Değişken Tuzağı","list":{"type":"unordered","items":["Kukla değişken tuzağı, grup sayısından fazla kukla değişken oluşturarak multikollineariteye (değişkenler arasındaki tam korelasyona) neden olmaktır.","Her grup için bir kukla değişken oluşturmak yerine, bir tane eksik kukla değişken oluşturulmalıdır.","Referans grubu (sıfır olarak kodlanan grup) constant (kesen) değerinin temsil ettiği için, kukla değişken tuzağına dikkat etmek gerekir."]},"beginTime":247,"endTime":316,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=247&ask_summarization=1"},{"index":4,"title":"SPSS'te Kukla Değişken Analizi","list":{"type":"unordered","items":["SPSS'te kukla değişkenler sıfır ve bir olarak kodlanır; referans alınmak istenen değişken sıfır, etkisine bakmak istenen grubu bir olarak kodlanır.","Regresyon analizinde constant değeri, referans grubunun ortalamasını temsil eder.","Kukla değişken analizi, bir ile kodlanmış grubun sıfır ile kodlanmış gruptan (referans grub) anlamlı olarak farklılaşıp farklılaşmadığını gösterir."]},"beginTime":316,"endTime":620,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=316&ask_summarization=1"},{"index":5,"title":"Kukla Değişkenli Regresyon Analizi","list":{"type":"unordered","items":["Medeni durum değişkeni (bekar, evli, boşanmış) aylık gelire etkisini incelemek için regresyon analizi yapılmaktadır.","Üç gruba sahip bir değişken için iki adet kukla değişken oluşturulup bağımsız değişken kutusuna atılır.","Model, gelir değişkeninin %31'lik varyansını açıklamış ve anlamlı bir sonuç vermiştir."]},"beginTime":629,"endTime":700,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=629&ask_summarization=1"},{"index":6,"title":"Regresyon Sonuçlarının Yorumlanması","list":{"type":"unordered","items":["Constant değeri (referans grubu) boşanmışların ortalama geliri olan 1316 TL'yi temsil etmektedir.","Bekarlar boşanmışlardan ortalama 679 TL daha fazla kazanmakta ancak bu fark anlamlı değildir.","Evli kişiler boşanmışlardan 1417 TL daha fazla kazanmakta ve bu fark anlamlıdır."]},"beginTime":700,"endTime":800,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=700&ask_summarization=1"},{"index":7,"title":"Kukla Değişken Oluşturma","list":{"type":"unordered","items":["Kukla değişken oluşturmak için önce normal değişken (medeni durum) oluşturulup 1, 2, 3 gibi değerler verilir.","Referans grubu (analize dahil edilmeyecek grup) önemlidir; örneğin evliliğin etkisini incelemek istiyorsanız bekar olmayı referans grubu olarak seçmelisiniz.","Kukla değişken oluşturmak için \"Transform\" > \"Recode into Different Variables\" seçeneği kullanılır ve referans grubu dışında kalan gruplar 1 olarak kodlanır."]},"beginTime":800,"endTime":1075,"href":"/video/preview/4452263326656197232?parent-reqid=1773939892273789-7538684981025498291-balancer-l7leveler-kubr-yp-sas-9-BAL&text=Explain+Dummy&t=800&ask_summarization=1"},{"index":8,"title":"Kukla Değişken Kodlamasının 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