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Supervised approaches to the problem have proven...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/1657920/fe2be5da45f5eb8ba8b42479ad8b1c36/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/Drf62gEAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"1","reqid":"1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL&text=videoid:15841316795663824249","teaser":[{"list":{"type":"unordered","items":["Bu video, Triple IT Bangalore'da master öğrencisi olan Prakhar tarafından sunulan bir araştırma sunumudur. Prakhar, makine öğrenimi alanında araştırma kağıtlarını açıklamayı amaçlayan bir kanalda içerik üretmektedir.","Videoda, Facebook'un \"Unsupervised Topic Segmentation of Meetings with Bert Embeddings\" başlıklı preprint'i ele alınmaktadır. Sunum, toplantı transkriptlerini farklı konulara ayırma problemi ve bu problemi çözmek için kullanılan yöntemleri detaylı bir şekilde açıklamaktadır. Prakhar, önce problem tanımını yaparak, ardından Bert ve Sentence Bert gibi modellerin nasıl kullanıldığını, blokların nasıl oluşturulduğunu ve benzerlik eşleştirme yöntemlerinin nasıl uygulandığını adım adım anlatmaktadır. Video, modelin performansını gösteren örneklerle sonlanmaktadır."]},"endTime":540,"title":"Facebook'un Unsupervised Topic Segmentation of Meetings ile Bert Embeddings Üzerine Araştırma Sunumu","beginTime":0}],"fullResult":[{"index":0,"title":"Giriş ve Kağıt Hakkında Genel Bilgi","list":{"type":"unordered","items":["Video, Facebook'tan gelen \"Unsupervised Topic Segmentation of Meetings with Bert Embeddings\" başlıklı preprint'i ele alıyor.","Konuşmacı Prakhar, Triple IT Bangalore'da master öğrencisi olup, bu kanalda makine öğrenmesi alanındaki araştırma kağıtlarını açıklıyor.","Kağıt, metinleri farklı konulara göre bölmeyi amaçlıyor ve özellikle pandemi nedeniyle Zoom ve Google Meet gibi uygulamaların yaygınlaşmasıyla toplantılar için bir kullanım alanı sunuyor."]},"beginTime":3,"endTime":75,"href":"/video/preview/15841316795663824249?parent-reqid=1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL&text=Bert+-+Topic&t=3&ask_summarization=1"},{"index":1,"title":"Problem ve Çözüm Yöntemi","list":{"type":"unordered","items":["Kağıt, sürekli diyalogları ve konuşmaları en yakın sınır noktalarına göre farklı konulara bölmeyi amaçlıyor.","ASR (Otomatik Ses Tanıma) sistemlerinin ürettiği transkriptlerde noktalama işaretleri, duraklamalar ve kimin ne zaman konuştuğu konusundaki belirsizlikler nedeniyle veri daha karmaşık hale geliyor.","Yazarlar, toplantıları manuel olarak etiketlemek yerine, bu görevi otomatikleştirmek için bir yöntem geliştirmişler."]},"beginTime":75,"endTime":126,"href":"/video/preview/15841316795663824249?parent-reqid=1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL&text=Bert+-+Topic&t=75&ask_summarization=1"},{"index":2,"title":"Veri Yapısı ve Model","list":{"type":"unordered","items":["Model, konuşmaları konu değişimlerine göre bölmeyi amaçlıyor ve her konu değişiminde bir değer 1, diğerlerinde 0 olarak işaretleniyor.","Veri yapısında, konuşmaların her biri bir \"utterans\" olarak adlandırılıyor ve her konu için başlangıç ve bitiş indeksleri belirleniyor.","Model, her bir konu değişimini (0 veya 1) tahmin etmeye çalışıyor."]},"beginTime":126,"endTime":233,"href":"/video/preview/15841316795663824249?parent-reqid=1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL&text=Bert+-+Topic&t=126&ask_summarization=1"},{"index":3,"title":"Modelin Çalışma Prensibi","list":{"type":"unordered","items":["Yazarlar, konuyu belirlemek için kaydırma penceresi ve benzerlik eşleştirme yöntemi kullanıyorlar.","Bir blok veya cümle için vektör temsil oluşturmak için Roborba ve Sentence Bert modelleri kullanılıyor.","Roborba modelinde, maksimum havuzlama yöntemi kullanılarak ikinci son katmandan sabit uzunluklu bir vektör elde ediliyor."]},"beginTime":233,"endTime":316,"href":"/video/preview/15841316795663824249?parent-reqid=1766687385347977-315284280353908839-balancer-l7leveler-kubr-yp-sas-183-BAL&text=Bert+-+Topic&t=233&ask_summarization=1"},{"index":4,"title":"Sentence Bert Modeli ve Blok Oluşturma","list":{"type":"unordered","items":["Sentence Bert modeli, doğal dil çıkarım görevi için eğitilmiş olup, iki cümleyi karşılaştırarak çelişkiyi, nötr ilişkiyi veya birini diğerini içerdiğini tahmin ediyor.","Model, her cümleyi bağımsız olarak işleyerek paylaşılan ağırlıkları kullanıyor ve sonra ortalama havuzlama yöntemiyle birleştiriyor.","Konuşmalar, k adet ardışık sözcükten oluşan bloklara bölünüyor ve her blok için maksimum havuzlama yöntemiyle bir vektör temsil 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