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Konuşmacı, bu serinin dört ana bölümden oluştuğunu ve her bölümün farklı bir konuya odaklandığını açıklamaktadır.","Video, konu modellemenin ne olduğunu ve neden kullanılabileceğini açıklayarak başlıyor. Konu modelleme, büyük bir corpus'u analiz ederek anahtar konuları belirleme sürecidir. Konuşmacı, dijital insan bilimlerinde yakın okuma yerine konu modellemenin avantajlarını, özellikle büyük corpus'ları incelemek için ve corpus'lardan çıkarımlar yapmak için nasıl kullanılabileceğini anlatıyor. Seri, temel kavramları açıklayan ilk bölümle başlayıp, TF-IDF, LDA modelleri ve Spacy kütüphanesi ile metin sınıflandırması gibi konuları ele alacak."]},"endTime":562,"title":"Python ile Konu Modelleme ve Metin Sınıflandırması Eğitim Serisi Tanıtımı","beginTime":0}],"fullResult":[{"index":0,"title":"Topic Modeling ve Metin Sınıflandırma Serisi Tanıtımı","list":{"type":"unordered","items":["Bu seri, dijital insan bilimleri için Python'da konu modelleme ve metin sınıflandırması konularını tanıtacak.","Seri, temel kavramlardan başlayarak tam metin sınıflandırması, konu modelleme algoritmaları ve makine öğrenimi temelli yöntemleri kapsayacak.","Seri yaklaşık yirmi videodan oluşacak ve dört ana bölüme ayrılmış: temel kavramlar, kurallar tabanlı konu modelleme, makine öğrenimi temelli konu modelleme ve metin sınıflandırması."]},"beginTime":12,"endTime":127,"href":"/video/preview/8334641356400036919?parent-reqid=1766714568657227-16972007021538372359-balancer-l7leveler-kubr-yp-klg-227-BAL&text=CIM+-+Topic&t=12&ask_summarization=1"},{"index":1,"title":"Konu Modelleme Nedir ve Neden Kullanılır?","list":{"type":"unordered","items":["Konu modelleme, binlerce veya yüzlerce binlerce belgelik büyük bir veri kümesini analiz etmek için kullanılan bir süreçtir.","Dijital insan bilimleri alanında, yakın okuma yerine konu modelleme kullanmanın iki temel nedeni vardır.","İlk neden, büyük veri kümelerinde manuel olarak tüm belgeleri okumak yerine, algoritmalar kullanarak benzer belgeleri bulmak ve hedefli araştırma yapmaktır."]},"beginTime":127,"endTime":349,"href":"/video/preview/8334641356400036919?parent-reqid=1766714568657227-16972007021538372359-balancer-l7leveler-kubr-yp-klg-227-BAL&text=CIM+-+Topic&t=127&ask_summarization=1"},{"index":2,"title":"Konu Modelleme Kullanım Alanları","list":{"type":"unordered","items":["Konu modelleme, veri kümelerinden genel çıkarımlar yapmak için de kullanılabilir.","Örneğin, Güney Afrika'daki apartheid döneminde şiddet açıklamalarını analiz etmek için konu modelleme kullanılabilir.","Konu modelleme, belgelerin nasıl kümelendiğini, şiddet olaylarının zaman içinde nasıl değiştiğini ve belirli grupların belirli şiddet türleriyle ilişkili olup olmadığını anlamak için kullanılabilir."]},"beginTime":349,"endTime":474,"href":"/video/preview/8334641356400036919?parent-reqid=1766714568657227-16972007021538372359-balancer-l7leveler-kubr-yp-klg-227-BAL&text=CIM+-+Topic&t=349&ask_summarization=1"},{"index":3,"title":"Serinin İçeriği ve Kullanılacak Kütüphaneler","list":{"type":"unordered","items":["Seri, temel kavramları tanıtacak ve ilk videoda konu modelleme kavramlarını ele alacak.","İkinci videoda Scikit-learn kütüphanesi kullanılarak TF-IDF ve k-means gibi yöntemler gösterilecek.","Üçüncü videoda Gensim kütüphanesi kullanılarak LDA modelleri oluşturulacak ve dördüncü videoda Spacy kütüphanesi kullanılarak metin sınıflandırması yapılacak.","Sonraki videolarda TensorFlow ve Keras kullanılarak özelleştirilmiş derin öğrenme nöral ağları oluşturulacak."]},"beginTime":474,"endTime":558,"href":"/video/preview/8334641356400036919?parent-reqid=1766714568657227-16972007021538372359-balancer-l7leveler-kubr-yp-klg-227-BAL&text=CIM+-+Topic&t=474&ask_summarization=1"}],"linkTemplate":"/video/preview/8334641356400036919?parent-reqid=1766714568657227-16972007021538372359-balancer-l7leveler-kubr-yp-klg-227-BAL&text=CIM+-+Topic&t=%%timestamp%%&ask_summarization=1"},"isAdultDoc":false,"relatedParams":{"text":"Why use Topic Modeling (Topic Modeling in Python for DH 01.01)","related_orig_text":"CIM - Topic","related_porno":false,"related_less_3m_off":true,"client":"d2d","no_cnt":1,"related_src":"serp","related":"{\"porno\":false,\"vfp\":1,\"orig_text\":\"CIM - 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