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Video sonunda modelimize çeşitli konularla alakalı ses kayıtları vererek ses sınıflandırması işlemi de...","preview":{"posterSrc":"//avatars.mds.yandex.net/get-vthumb/910358/ace96c0a20bf2fe6d25f8145e809a16e/564x318_1","videoSrc":"https://video-preview.s3.yandex.net/1-vYjwEAAAA.mp4","videoType":"video/mp4"},"target":"_self","position":"1","reqid":"1769742444947381-10490890085631556456-balancer-l7leveler-kubr-yp-vla-59-BAL","summary":{"isFull":true,"fullTextUrl":"/video/result?ask_summarization=1&numdoc=1&noreask=1&nomisspell=1&parent-reqid=1769742444947381-10490890085631556456-balancer-l7leveler-kubr-yp-vla-59-BAL&text=videoid:13250855674339397504","teaser":[{"list":{"type":"unordered","items":["Bu video, bir eğitim içeriği olup, konuşmacı Bert modeli kullanarak Türkçe metin ve ses sınıflandırma projesi gerçekleştiriyor.","Videoda, konuşmacı önce Simple Transformers kütüphanesi ile Türkçe metinlerde bilim ve teknoloji, ekonomi, sağlık, siyaset ve spor gibi beş farklı kategoride metin sınıflandırma yapıyor. Ardından farklı haber sitelerinden çektiği yaklaşık 3000 metin verisi kullanarak %97 başarı oranıyla başarılı sonuçlar elde ediyor. Daha sonra ses kayıtlarını Google tanıma ile metne çevirip Bert modeline yerleştirerek tahminlerde bulunuyor.","Proje için kaynak kodların GitHub'da paylaşıldığı belirtiliyor ve video sonunda aynı modelin ses kayıtlarında da sınıflandırma yapma denemesi yapılacağı söyleniyor."]},"endTime":1005,"title":"Bert Modeli ile Türkçe Metin ve Ses Sınıflandırma Projesi","beginTime":0}],"fullResult":[{"index":0,"title":"Türkçe Metin Sınıflandırma Projesi","list":{"type":"unordered","items":["Videoda BERT ile Türkçe metin sınıflandırma projesi gerçekleştirilecek.","BERT'in yüz'den fazla dil desteği mevcut ve bunlardan biri Türkçe'dir.","Videonun sonunda ses kayıtlarında da sınıflandırma yapma deneyimi paylaşılacak."]},"beginTime":2,"endTime":40,"href":"/video/preview/13250855674339397504?parent-reqid=1769742444947381-10490890085631556456-balancer-l7leveler-kubr-yp-vla-59-BAL&text=bert+modderman&t=2&ask_summarization=1"},{"index":1,"title":"Veri Hazırlığı","list":{"type":"unordered","items":["Proje 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Konuşmacı önce arayüzün nasıl çalıştığını gösteriyor, ardından gerçek veriler üzerinden test ediyor. Metin sınıflandırma için CNN Türk'ten spor ve sağlık kategorilerinden örnekler, ses sınıflandırma için ise teknoloji kategorisinden bir ses kaydı kullanılarak başarılı tahminler gösteriliyor. 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