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Daha sonra veri setinin %80'ini eğitim seti, %20'sini test seti olarak ayırmak için train_test_split fonksiyonu kullanılmaktadır. Video, bir sonraki bölümde KNN algoritmasının modelinin kurulup eğitim gerçekleştirileceğini belirterek sona ermektedir."]},"endTime":340,"title":"Python ile K En Yakın Komşu Algoritması Eğitimi","beginTime":0}],"fullResult":[{"index":0,"title":"K En Yakın Komşu Algoritması İçin Hazırlık","list":{"type":"unordered","items":["Önceki videoda Sibor veri seti incelenmiş, görselleştirilmiş ve ufak değişiklikler yapılmıştır.","Bu videoda K En Yakın Komşu algoritmasının Python ile kodlanması yapılacak.","Gerekli kütüphaneler (numpy, pandas, model ayrımı için, grid kullanmak için, cross validation için) import edilmiştir."]},"beginTime":1,"endTime":61,"href":"/video/preview/6629107887921728488?parent-reqid=1769359829521995-489923378054807262-balancer-l7leveler-kubr-yp-sas-5-BAL&text=Jaspreet+e-Learning&t=1&ask_summarization=1"},{"index":1,"title":"Veri Setinin Hazırlanması","list":{"type":"unordered","items":["Veri seti bir restoran veri seti olarak düşünülmektedir.","Makine öğrenmesinde veri seti her zaman bağımlı (y) ve bağımsız (X) değişken olarak ayrılması gerekir.","Bağımsız değişkenler (X) fiyat sütunu hariç tüm sütunlar olarak df.drop fonksiyonu kullanılarak ayıklanmıştır."]},"beginTime":61,"endTime":163,"href":"/video/preview/6629107887921728488?parent-reqid=1769359829521995-489923378054807262-balancer-l7leveler-kubr-yp-sas-5-BAL&text=Jaspreet+e-Learning&t=61&ask_summarization=1"},{"index":2,"title":"Eğitim ve Test Seti Oluşturma","list":{"type":"unordered","items":["Bağımlı ve bağımsız değişkenler ayrıldıktan sonra veri seti eğitim ve test set olarak ayrılacaktır.","train_test_split fonksiyonu kullanılarak veri seti otomatik olarak ayrılır.","Test size parametresi ile %20'si test seti, %80'i eğitim seti olarak ayrılır ve random state parametresi ile veri karışık kesimlerden alınır."]},"beginTime":163,"endTime":251,"href":"/video/preview/6629107887921728488?parent-reqid=1769359829521995-489923378054807262-balancer-l7leveler-kubr-yp-sas-5-BAL&text=Jaspreet+e-Learning&t=163&ask_summarization=1"},{"index":3,"title":"Set Boyutlarının İncelenmesi","list":{"type":"unordered","items":["X_train 195 satır ve 6 sütundan oluşmaktadır.","X_test 49 satır ve 6 sütundan oluşmaktadır.","Y_train 195 satır tek sütundan, Y_test ise 49 satır tek sütundan oluşmaktadır.","Eğitim için bağımlı ve bağımsız değişken olarak ardından da eğitim ve test olarak veri seti 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Dr. Arda Çetin --- Bu eğitim videosu Mühendishane projesi kapsamında hazırlanmıştır. Diğer eğitim videoları ve ücretsiz sunulan eğitim kaynakları hakkında ayrıntılı bilgi için...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/226607/e003244995fbd877ecd984563b1c22ea/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/lqaeZAAAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"17","reqid":"1769359829521995-489923378054807262-balancer-l7leveler-kubr-yp-sas-5-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1769359829521995-489923378054807262-balancer-l7leveler-kubr-yp-sas-5-BAL&text=videoid:13589567400206381989","teaser":[{"list":{"type":"unordered","items":["Bu video, kimya eğitimi formatında bir ders anlatımıdır. Konuşmacı, elektronların atom içindeki konumlarını ve davranışlarını açıklamaktadır.","Video, elektronların orbitalleri, enerji seviyeleri ve alt kabukları arasındaki ilişkiyi detaylı şekilde ele almaktadır. Öncelikle Pauli dışlama ilkesi anlatılarak, elektronların spin hareketleri ve orbitallerdeki yerleşimleri açıklanır. Ardından baş kuantum sayısı (n), alt kuantum sayısı (l) ve manyetik kuantum sayısı (ml) gibi kuantum sayıları tanıtılmakta, s, p, d ve f alt kabuklarının özellikleri ve her birinin kaç orbitalden oluştuğu gösterilmektedir. Son olarak, her bir orbitalde ve kabukta yer alabilecek maksimum elektron sayıları hesaplanarak, bu kavramlar arasındaki ilişki somutlaştırılmaktadır."]},"endTime":773,"title":"Elektronların Orbitalleri, Enerji Seviyeleri ve Alt Kabukları Arasındaki İlişki","beginTime":0}],"fullResult":[{"index":0,"title":"Kuantum Sayıları ve Pauli Dışlama İlkesi","list":{"type":"unordered","items":["Elektronlar belirli enerji seviyelerinde yer alır ve bu kavramlar (orbitaller, enerji seviyeleri, alt kabuklar) arasındaki ilişkiyi anlamak önemlidir.","1925 yılında İsviçreli fizikçi Pauli, Pauli Dışlama İlkesi adını verdiği kuramı ortaya atmış ve bu sayede Nobel Fizik Ödülü'nü kazanmıştır.","Pauli, elektronların spin hareketi konusunda dördüncü bir kuantum sayısını tanımlamıştır ve bir orbitalde aynı spin yönünde iki elektron yer alamaz, bu nedenle her orbitalde en fazla iki elektron 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