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#nlp #topicmodels If you are looking for Topic Modeling using Apache Spark, you can check my video here - • Topic Modelling from Scratch using Python ... In machine learning and...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/2462583/e36128639e732a726b94c7ebe40306ee/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/nse5OgEAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"17","reqid":"1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=videoid:12718298577061946360","teaser":[{"list":{"type":"unordered","items":["Bu video, bir konuşmacının Scikit-learn kütüphaneleri kullanarak konu modelleme (topic modeling) uygulamasını adım adım gösterdiği bir eğitim içeriğidir.","Video, konu modellemenin ne olduğunu açıklayarak başlayıp, CFPB (Consumer Financial Protection Board) tarafından sunulan tüketici şikayetleri veri setini kullanarak model oluşturma sürecini göstermektedir. İçerikte veri setinin yüklenmesi, ön işleme adımları, TFIDF vektörleştirmesi ve LDA (Latent Dirichlet Allocation) algoritması ile konu modelleme uygulaması detaylı olarak anlatılmaktadır.","Eğitimde ayrıca, 6 farklı konu oluşturmak için LDA modelinin nasıl ayarlanacağı, her konunun en önemli kelimelerinin nasıl belirleneceği ve bu konuların nasıl yorumlanacağı gösterilmektedir. Video, bankacılık veri setinde konu modelleme uygulamasının nasıl yapılacağını ve mortgage (kredi) konusundaki bir örnek üzerinden modelin performansını değerlendirmeyi içermektedir."]},"endTime":1378,"title":"Scikit-learn ile Konu Modelleme Eğitimi","beginTime":0}],"fullResult":[{"index":0,"title":"Topic Modeling ve Gerekli Kütüphaneler","list":{"type":"unordered","items":["Topic modeling, farklı belgeleri benzerliklerine göre konulara gruplama amacıyla kullanılan bir unsupervised öğrenme tekniğidir.","Proje için pandas, scikit-learn, matplotlib, numpy, regular expression ve NLTK gibi kütüphaneler kullanılacaktır.","TFIDF vectorizer, raw metin verilerini modelin anlayabileceği bir vektör formatına dönüştürür."]},"beginTime":0,"endTime":61,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=0&ask_summarization=1"},{"index":1,"title":"Veri Seti Tanıtımı","list":{"type":"unordered","items":["Proje için CFPB (Consumer Financial Protection Board) tarafından sunulan tüketici şikayetleri veri seti kullanılacaktır.","CFPB, tüketicileri korumak ve şirketlerin yasalara aykırı davranışlarını engellemek amacıyla faaliyet göstermektedir.","Veri seti, tüketici şikayetleri, ürün ve banka adı gibi üç ana sütundan oluşmaktadır."]},"beginTime":61,"endTime":207,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=61&ask_summarization=1"},{"index":2,"title":"Veri Setinin Analizi","list":{"type":"unordered","items":["Veri setinde altı farklı ürün kategorisi bulunmaktadır: borç toplama, kredi kartı, mortgage, hesap, öğrenci kredisi ve araç kredisi.","En çok şikayet edilen bankalar sırasıyla Citibank (322 şikayet), Capital One (2711 şikayet) ve Bank of America (2580 şikayet) olup, bu kurumlar genellikle bankacılık ve finansal hizmetlerle 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bu da belgeleri otomatik olarak sınıflandırır ve belgelerin çeşitli konulara olan önemini hesaplar."]},"beginTime":643,"endTime":682,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=643&ask_summarization=1"},{"index":6,"title":"LDA Modelinin Parametreleri","list":{"type":"unordered","items":["LDA modelinde n component değeri, verilerin kaç farklı konuya ayrılacağını belirler; bu örnekte 6 farklı konu belirlenmiştir.","Model maksimum 3 iterasyonda çalıştırılmıştır, ancak daha iyi sonuçlar için daha fazla iterasyon kullanılabilir.","Öğrenme yöntemi olarak online tercih edilmiştir, bu yöntem büyük veri setleri için daha uygundur ve mini batch'ler kullanarak veri çerçevesini iterasyonlarda işler."]},"beginTime":682,"endTime":774,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=682&ask_summarization=1"},{"index":7,"title":"LDA Modelinin Sonuçları","list":{"type":"unordered","items":["LDA modeli, her belgeyi belirli bir konuya sınıflandırır ve her konuya olan puanı gösterir.","Her konu için en yüksek puanı alan belge, o konuya en yakın olan belgedir.","Her konu için en önemli 15 kelime seçilerek, müşterilerin hangi konularda konuştuğu belirlenebilir."]},"beginTime":774,"endTime":890,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=774&ask_summarization=1"},{"index":8,"title":"Konuların Analizi","list":{"type":"unordered","items":["LDA modeli altı farklı konu oluşturmuştur: ödeme, borç, kredi, hesap, koleksiyonlar ve kredi skoru.","İlk konu ödeme, borç, kredi, hesap ve koleksiyonlar gibi konuları kapsar.","İkinci konu borç, kredi ve ev mülkiyeti ile ilgilidir.","Üçüncü konu ücretler, anlaşmazlıklar ve dolandırıcılık konularını içerir.","Dördüncü konu borç, kredi, hesap ve koleksiyonlar ile ilgilidir.","Beşinci konu borç, kredi, hesap ve kredi skoru konularını kapsar."]},"beginTime":890,"endTime":991,"href":"/video/preview/12718298577061946360?parent-reqid=1769518445080732-2228137593614745175-balancer-l7leveler-kubr-yp-klg-271-BAL&text=Trioteq+Learning&t=890&ask_summarization=1"},{"index":9,"title":"Belgelerin Konulara Sınıflandırılması","list":{"type":"unordered","items":["Her belgenin hangi konuya en yakın olduğu, W1 vektöründe en yüksek puanı alan konu olarak belirlenir.","Bu sınıflandırma, belgelerin hangi konularda şikayet ettiğini anlamak için kullanılır.","Örneğin, bir belge ödemeler konusunda şikayet ediyorsa, bu belge ödemeler konusunda uzman bir ajana 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