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Video, final otomatların temel kavramlarını (transition table, start state, final state) kapı örneği üzerinden açıklayarak başlar, deterministik ve non-deterministik final otomatlar arasındaki farkları anlatır. Daha sonra regular expressions konusuna geçerek, operatörlerin özellikleri ve Türkçe'deki morfolojik kuralların regular expression ile nasıl ifade edilebileceği örneklerle açıklanır.","Ders, bilgisayar mühendisliğinin teorik altyapısını oluşturan final otomat, context free gramer ve Turing makinesi kavramlarını içermekte ve Türkçe morfolojik analizcilerin büyük bir kısmının EFES tabanlı olduğu bilgisini paylaşmaktadır. Ayrıca, deterministik final otomatların tek bir analiz sunduğu, non-deterministik final otomatların ise bir kelimenin birden fazla analizi olabileceğini ve Türkçe için morfolojik analizin regular expression ile yazılamayacağı, bunun için daha karmaşık bir otomat gerektiği vurgulanmaktadır."]},"endTime":2772,"title":"Final Otomatlar ve Türkçe Morfolojik Analiz Dersi","beginTime":0}],"fullResult":[{"index":0,"title":"Dersin İçeriği","list":{"type":"unordered","items":["Bugün finallere giriş yapılacak ve muhtemelen iki-üç saat bu konularla ilgilenilecek.","Final trans özel bir final anlatılacak ve Türkçe'nin morfolojik analizinden bahsedilecek.","Türkçe'de morfolojik analizin EFESli tabanlı final trans tabanlı bir uygulaması kütüphanede bulunuyor ve var olan morfolojik analizcilerin büyük bir kısmı EFESli tabanlı çalışmalar 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Formülizasyonu","list":{"type":"unordered","items":["Final otomat deterministik final otomata olarak tanımlanır ve sonlu sayıda durumdan oluşur.","Otomatın üç parametresi vardır: semboller, geçiş fonksiyonu ve başlangıç durumu.","Geçiş fonksiyonu, bir durumdan bir sembolle birleşerek tek bir duruma geçiş yapar ve deterministiktir."]},"beginTime":811,"endTime":921,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=811&ask_summarization=1"},{"index":9,"title":"Morfolojik Analiz ve Final Otomatlar","list":{"type":"unordered","items":["Morfolojik analizde, bir kelimenin morfolojik analizini yapmak, state diagram içinde gezmek ve final state'e ulaşmaktır.","Final otomat tanımlamak için beş şey gerekir: durumlar, semboller, geçiş fonksiyonu, başlangıç durumu ve final durumlar.","Makine tarafından kabul edilen stringlere makinenin dili adı verilir ve bu dil matematiksel ve formülize edilmiş bir şekilde ifade edilir."]},"beginTime":921,"endTime":1085,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=921&ask_summarization=1"},{"index":10,"title":"Deterministik Final Otomatları","list":{"type":"unordered","items":["Deterministik final otomatında, bir kelimenin akset edilebilmesi için önce start state'ten başlanır ve her harf veya harf grubuyla bir sonraki state'e geçiş yapılır.","Deterministik final otomatında gezilen stateler belirlenmiş olur ve eğer son state'lerden birine ulaşılırsa, o dil otomat tarafından kabul edilir.","Dillerde, bir final otomat tasarlayabildiğiniz bir dil için regular language olarak adlandırılır."]},"beginTime":1090,"endTime":1219,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1090&ask_summarization=1"},{"index":11,"title":"Non-Deterministik Final Otomatları","list":{"type":"unordered","items":["Morfolojik analizde deterministik değil, non-deterministik final otomatı kullanılır çünkü bir kelimenin birden çok analizi olabilir.","Non-deterministik final otomatında, deterministik otomatın hafif kurallarının bozulmuş versiyonu veya genelleştirilmiş hali olarak düşünülebilir.","Non-deterministik final otomatında iki önemli değişiklik vardır: \"hepsi\" transition'ı ve her sembole geçişte birden fazla state'e gitme imkanı."]},"beginTime":1219,"endTime":1448,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1219&ask_summarization=1"},{"index":12,"title":"Non-Deterministik Final Otomatlarının Çalışma Prensibi","list":{"type":"unordered","items":["Non-deterministik final otomatında, bir string geldiğinde her aşamada bir karar verilir ve bu karar hiçbir yere gidemeyebilir veya çok alternatif olabilir.","Her geçişte yeni bir set oluşturulur ve bu süreç paralel computation gibi çalışır.","Non-deterministik final otomatında, bir tane bile final state'e ulaşıldığında akset edilir, kalan yollardan final state'e ulaşsa bile."]},"beginTime":1448,"endTime":1801,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1448&ask_summarization=1"},{"index":13,"title":"Deterministik ve Non-Deterministik Final Otomatlarının Gücü","list":{"type":"unordered","items":["Non-deterministik final otomatlar, deterministik final otomatlara göre daha iş becerebiliyor gibi görünse de güçleri tamamen aynıdır.","Her dil için non-deterministik final otomat ve akset edilen bir dil için karşılık gelen deterministik final otomat yaratılabilir.","Deterministik final otomatlar daha küçük programlar ve makineler üretir çünkü aynı şeyi daha az transition ile ifade edebilir."]},"beginTime":1801,"endTime":1874,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1801&ask_summarization=1"},{"index":14,"title":"Deterministik ve Non-Deterministik Final Otomatlar","list":{"type":"unordered","items":["Deterministik final otomat, belli bir anda o olduğumuz setleri bir site olarak gösterir ve deterministik bir şekilde çalışır.","Non-deterministik final otomat, belli bir anda birden fazla alternatif durum sunabilir ve bu durumlar deterministik final otomatta birer tek reprezent edilir.","Deterministik final otomat dizayn etmek çoğu durumda mantıklı değil, bu nedenle morfolojik analiz için non-deterministik final otomatın özel bir halini tasarlayacağız."]},"beginTime":1876,"endTime":2001,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1876&ask_summarization=1"},{"index":15,"title":"Regular Expressionlar","list":{"type":"unordered","items":["Regular expressionlar, bilgisayar mühendisliğinde sıkça kullanılan basit bir yapıdır ve matematikten gelen bir terimdir.","Regular expressionlarda alfabemiz, operantlar ve operatörler bulunur; operatörler operantları birbirine bağlar.","Operatörler bay operatörler (iki operantı birleştirir), yöne operatörler (tek bir operantı alır) ve tür operatörler (üç operantı alır) olmak üzere üç ana gruba ayrılır."]},"beginTime":2001,"endTime":2225,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2001&ask_summarization=1"},{"index":16,"title":"Operatörlerin Özellikleri","list":{"type":"unordered","items":["Operatörlerin kapalılık (close) özelliği, yapılan işlemler sonucunda aynı alfabeye ulaşabilmeyi sağlar.","Tam sayılar toplama operatörüne göre kapalıdır, doğal sayılar çarpma işlemine göre kapalıdır, ancak tam sayılar çıkarma işlemine göre kapalı değildir.","Regular expressionlar, alfabedeki sembollerden oluşan stringlerdir ve bu stringler üzerinde operatörler kullanılarak dil tanımlanabilir."]},"beginTime":2225,"endTime":2385,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2225&ask_summarization=1"},{"index":17,"title":"Regular Expression 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karakteri herhangi bir şey ama sonunda hiç sıfır da olmayabilir veya istenildiği kadar sıfır olabilir anlamına geliyor.","Bu ifade, ya bir ile başlayan ve sadece bir olan ve arkasına istenildiği kadar sıfır olan ya da istenildiği kadar sıfır olan kombinasyonunu ifade ediyor."]},"beginTime":2618,"endTime":2674,"href":"/video/preview/1996938066594000698?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2618&ask_summarization=1"},{"index":19,"title":"Regular Expression Kullanımı","list":{"type":"unordered","items":["Türkçe'de çoğul yapmak için kelime sonuna \"ler\" veya \"lar\" getirilir, bu da \"l\" harfi, \"a\" ve \"ler\" kombinasyonunu oluşturur.","Çoğul formülü gibi düşünülebilir ancak kurallar nedeniyle bu şekilde yapılamaz çünkü \"ler\" veya \"lar\" önceki harflerden bazılarına bağlıdır.","Bu kurallar daha karmaşık bir regular expression yazmayı 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belirtmektedir."]},"beginTime":374,"endTime":468,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=374&ask_summarization=1"},{"index":7,"title":"Türkçe Ağaç Bankası ve Kütüphaneler","list":{"type":"unordered","items":["Türkçe ağaç bankası 27 bin ağaçtan oluşmakta olup, 10 bin sen taktik konstitüs ağacının yanı sıra 17 bin desi ağacına sahiptir.","NLP Toolkit'te 24 birim kütüphane bulunmaktadır.","Sistem şu anda altı programlama dilini (C++, Java, Python, Swift, C# ve PHP) desteklemektedir."]},"beginTime":468,"endTime":577,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=468&ask_summarization=1"},{"index":8,"title":"NLP Toolkit'in Kullanım Alanları","list":{"type":"unordered","items":["Sistem Java, Python ve C için paket yöneticileri ile entegre edilebilmektedir.","NLP Toolkit, doğal dil işleme eğitimi için uygun olup, öğrencilerin projeler yapmalarına ve yarışmalara katılmalarına imkan tanımaktadır.","Doğal dil işleme ve bilgi getirme gibi derslerde kullanılabilir."]},"beginTime":577,"endTime":638,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=577&ask_summarization=1"},{"index":9,"title":"Türkçede Doğal Dil İşleme Sistemi","list":{"type":"unordered","items":["Sistemde açık mavi renkli kütüphaneler veri kütüphanelerini temsil ediyor ve bu kütüphaneler birbirleriyle bağlılık gösteriyor.","Sistem pipeline şeklinde çalışmakta ve corpus'tan başlayıp çeşitli seviyelerde işleyerek sonuca ulaşabiliyor.","Sistem cümle seviyesinde veya ağaç seviyesinde morfolojik analiz, morfolojik desen ve üst seviye işaretlemeler yapabiliyor."]},"beginTime":645,"endTime":717,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=645&ask_summarization=1"},{"index":10,"title":"Sistem Kullanımı ve Geliştirme Süreci","list":{"type":"unordered","items":["İşaretlenmiş corpus'lar dosyalarda tutulup, data generator paketiyle machine learning eğitimleri için datasetler üretiliyor.","Üretilen datasetler classification paketiyle sınıflandırılabiliyor ve bu sayede baştan sona bir sistem sunuluyor.","İşaretlemeler için İşik Üniversitesi lisans öğrencileri ile başlanıp, Boğaziçi Üniversitesi dilbilim öğrencileri ve Starlink şirketinde devam ediyor."]},"beginTime":717,"endTime":819,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=717&ask_summarization=1"},{"index":11,"title":"Kelime Seviyesinde İşlemler","list":{"type":"unordered","items":["Cümle analiz etmeden önce kelime seviyesinde analiz yapılması gerekiyor ve kelimelere bölme işlemi de kütüphanede bulunuyor.","Kelime seviyesinde morfolojik analiz yapmak gerekiyor, örneğin \"doktora\" kelimesinin kökü \"doktor\" olup dativ ekini mi alıyor yoksa direkt kök olarak mı kullanılıyor.","Morfoloji, kelimelerin içsel yapısını gösterir ve kelimeler genellikle bir veya birden fazla morfemden oluşur."]},"beginTime":819,"endTime":910,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=819&ask_summarization=1"},{"index":12,"title":"Türkçenin Morfolojik Özellikleri","list":{"type":"unordered","items":["Türkçe sondan eklemeli bir dil olup, bir kelime çok fazla ek alabiliyor.","Diğer dillerde genellikle bir veya iki ek olurken, Türkçe'de bir kelime iki, dört, altı, sekiz veya hatta on tane ek alabilir.","Kelimenin son formuna nasıl ulaştığını, hangi ekleri aldığını veya direkt kök olarak mı kullanıldığını anlayabilmek önemlidir."]},"beginTime":910,"endTime":981,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=910&ask_summarization=1"},{"index":13,"title":"Morfolojik Analiz Sisteminin Özellikleri","list":{"type":"unordered","items":["Kaynak kodları açık ve değiştirilebilir, özel domain sözlükler oluşturulabilir.","Sözlük genişletilebilir formatında olup, yeni kelimeler eklenebilir veya çıkarılabilir.","Analiz sistemi saniyede yüzbin kelime analiz edebiliyor."]},"beginTime":981,"endTime":1044,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=981&ask_summarization=1"},{"index":14,"title":"Morfolojik Analizin Yapısı","list":{"type":"unordered","items":["Morfolojik analiz sözlük, sonlu durum makinesi, ekleme kural motoru ve kelime yapısı gibi beş parçadan oluşuyor.","Kelime yapısı (ağac yapısı) ile olası kökler en kısa zamanda belirleniyor.","Bir kelimenin morfolojik analizi konteksten bağımsız olduğu için keşif mekanizması kullanılarak önceki analizler hafızada tutuluyor."]},"beginTime":1044,"endTime":1146,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1044&ask_summarization=1"},{"index":15,"title":"Türkçe Morfolojik Analiz Sistemleri Karşılaştırması","list":{"type":"unordered","items":["Konuşmacı, Türkçe için yapılan morfolojik analizlerin farklı sistemlerle karşılaştırıldığını belirtiyor.","Karşılaştırılan sistemler arasında Samp, Çöl Tekinlerin Tere Morf, İTÜ Web Servis, Zemberek ve diğer açık kaynak kütüphaneler bulunuyor.","Karşılaştırma, erişilebilirlik, form derleyici bağlılıkları, işletim sistemi desteği ve dil desteği gibi teknik özellikler üzerinden yapılmış."]},"beginTime":1158,"endTime":1214,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1158&ask_summarization=1"},{"index":16,"title":"Sistemlerin Karşılaştırılması","list":{"type":"unordered","items":["Terma yapısı standart bir yapıya sahipken, Samp sadece kod olarak sunuluyor ve servis olarak çalıştığı için değiştirilemiyor.","Zemberek, Cevap kütüphanesi ve Java Time bağlılıkları varken, işletim sistemi desteği neredeyse tüm sistemlerde mevcut.","Sözlük ve ek kuralları farklı sistemlerde farklı formatlarda tutuluyor: Samp'ta XML, Tere Morf'ta text ve reg, Zemberek'te text ve japon formatında."]},"beginTime":1214,"endTime":1304,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1214&ask_summarization=1"},{"index":17,"title":"Fonksiyonel Karşılaştırma","list":{"type":"unordered","items":["Fonksiyonel karşılaştırma, Türkçe'nin özel durumlarını (fiil incelmesi, bileşik isimler, isim ses düşmesi, fiil düşmesi, harf tekrarı, ünlü uyumuna aykırılık) analiz edebilme yeteneklerini ölçüyor.","Türkçe'de istisnaları (harf kelimesindeki yumuşama, ahenk-ahengi gibi çoğul isimlerdeki özel durumlar) analiz edebilme yeteneği önemli bir kriter.","Kelimelerin farklı seslendirmeleri (sol kelimesindeki örnekte olduğu gibi) ve bileşik isimlerdeki yumuşama durumları da karşılaştırılan özellikler arasında."]},"beginTime":1304,"endTime":1565,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1304&ask_summarization=1"},{"index":18,"title":"Yumuşama ve Özel İsimler","list":{"type":"unordered","items":["Türkçe'de peçete-k harfleri ile biten kelimelerin bire eki geldiğinde yumuşaması önemli bir özellik.","Sistemlerin özel isimleri ne kadar desteklediği de test edilmiş.","Başarımla ilgili analizde, analizcilerin sadece doğru analiz yapması değil, hızlı analiz yapabilmesi de kritik bir faktör olarak değerlendirilmiş."]},"beginTime":1565,"endTime":1639,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1565&ask_summarization=1"},{"index":19,"title":"Kütüphane Özellikleri ve Kullanımı","list":{"type":"unordered","items":["Kütüphane altı farklı kod dilinde destek veriyor.","Java üzerinden kütüphaneyi indirip kullanmak için sadece bir satır kod yeterli.","Bir kelimenin birden çok morfolojik analizi olabileceği için, tüm analizleri göstermek için EFES an pars yapısı kullanılıyor.","Cümle seviyesinde analiz yapmak için sentes yapısı kullanılıyor."]},"beginTime":1639,"endTime":1720,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1639&ask_summarization=1"},{"index":20,"title":"Belirsizlik Giderme ve Morfolojik Analiz","list":{"type":"unordered","items":["Kütüphane seviyesinde belirsizlik giderme için alt kütüphaneler kullanılarak, örneğin \"doktora gidecekler\" ifadesindeki belirsizlikler giderilebilir.","TurkishSen bir iş bir belirsizlik giderme kütüphanesidir ve farklı seviyelerde farklı algoritmalar sunar.","Morfolojik kanalları ve getiri kullanarak doğru paslar elde edilebilir, kod parçacığı ile tüm analizler görüntülenebilir."]},"beginTime":1727,"endTime":1791,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1727&ask_summarization=1"},{"index":21,"title":"Türkçe Karakter Düzeltme","list":{"type":"unordered","items":["Türkçe karakter düzeltme sistemi, ç, ğ, ı gibi Türkçe harflerin İngilizce formlarını doğru Türkçe karakterlere dönüştürebilir.","Bir kelimenin birden çok alternatifi olabilir, örneğin \"çocuk\" kelimesi \"çocuk\", \"çocuk\", \"çocuk\" veya \"cücük\" şeklinde yazılabilir.","Tek kelime verildiğinde context olmadığı için doğru kelimenin belirlenmesi zordur, bu nedenle engram modeli kullanarak ardışık gelen kelimeler üzerinden daha doğru düzeltme yapılabilir."]},"beginTime":1791,"endTime":1905,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1791&ask_summarization=1"},{"index":22,"title":"Kelime Morfoloji Seviyesindeki İşlemler","list":{"type":"unordered","items":["Sistem, kullanıcıların yanlış yazdıkları kelimeleri düzeltmeyi amaçlıyor ve bu işlem için morfolojik bilgiye ihtiyaç duyuyor.","İmza hatası düzeltilmesi için simple s şeklinde rastgele seçim kullanılabilir veya daha etkili sonuçlar için engram modeli kullanılabilir.","Engram modeli oluşturmak için bir korpüs gerekli olup, bu korpüs kullanılarak engram oluşturulup sisteme entegre edilebilir."]},"beginTime":1911,"endTime":1967,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1911&ask_summarization=1"},{"index":23,"title":"Anlam Seviyesindeki İşlemler","list":{"type":"unordered","items":["Anlam seviyesinde kelimelerin farklı anlamları önemlidir; örneğin \"doktor\" kelimesi hem tıp doktorası hem de akademik doktora anlamlarına gelebilir.","Bu seviyede kelime anı (wordnet) gerekli olup, bu kelime anı kelimelerin anlamlarına odaklanır.","Türkçede TDK sözlüğü kullanılarak geniş kapsamlı bir kelime anı oluşturulmuş ve zaman içinde Türkçe'nin değişmesi göz önünde bulundurularak eklemeler yapılmıştır."]},"beginTime":1967,"endTime":2030,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=1967&ask_summarization=1"},{"index":24,"title":"Kelime Anının Yapısı","list":{"type":"unordered","items":["Kelime anı kelime tabanlı değil, anlam tabanlıdır; yani kelimeler değil anlamlar eklenir.","Eş anlamlı kelimeler bir araya getirilerek \"sinset\" (eş anlamlı kümesi) adı verilen gruplar oluşturulur.","Aynı anlamlı kelimeler aynı sinset içinde yer alır ve bu kelimeler \"literal\" olarak adlandırılır."]},"beginTime":2030,"endTime":2095,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2030&ask_summarization=1"},{"index":25,"title":"Kelime Anı Stratejileri","list":{"type":"unordered","items":["İngilizce'de 117.291 kelime anı çifti içeren WordNet 3.1 versiyonu bulunurken, Lehçe'de 118.000 set içeren bir kelime anı mevcuttur.","Kelime anı oluşturmak için iki strateji vardır: İngilizce kelime anını alıp çeviri yapmak veya sıfırdan oluşturmak.","Türkçede kelime anı sıfırdan oluşturulmuş olup, İngilizce kelime anını kopyalama stratejisi tercih edilmemiştir."]},"beginTime":2095,"endTime":2251,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2095&ask_summarization=1"},{"index":26,"title":"Türkçede Kelime Anı İstatistikleri","list":{"type":"unordered","items":["Türkçede 76.898 sinset, 1.099 literal ve bunların 80.000'ü birbirinden farklıdır.","Literaller tek kelime olmak zorunda değil, iki, üç veya daha fazla kelime içerebilir; %95'i bir kelimeden oluşurken %5'i üç veya daha fazla kelimeden oluşur.","Sinsetler isim, fiil, sıfat ve zarf olarak sınıflandırılır ve en çok sinset isimlerde bulunur."]},"beginTime":2251,"endTime":2322,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2251&ask_summarization=1"},{"index":27,"title":"Anlamlar Arasındaki İlişkiler","list":{"type":"unordered","items":["Kelime anı sadece kelimelerin anlamlarını ve eş anlamlılarını bir arada bulundurmakla kalmaz, anlamlar arasındaki ilişkileri de içerir.","En önemli ilişki türleri arasında üst anlam ilişkisi (hiyerarşik anlam ilişkisi) bulunmaktadır.","Kelimeler ağaç şeklinde hiyerarşik olarak gruplanır ve bir kelimenin hiyerarşisini yukarıdan aşağı doğru takip edilebilir."]},"beginTime":2322,"endTime":2396,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2322&ask_summarization=1"},{"index":28,"title":"Kelime Anının Diğer Özellikleri","list":{"type":"unordered","items":["Kelime anı domain (alan) ve topic (konu) ilişkilerini içerir.","Türetme ilişkisi anlam seviyesinde önemlidir çünkü bazı kelimelerin farklı anlamları birbirinden türemiş olabilir.","Kelime anı sadece sözlük olmayıp, özel isimler de içerir; örneğin \"Kenan Evren\" gibi isimlerin spesifik bilgileri de içerir."]},"beginTime":2396,"endTime":2494,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2396&ask_summarization=1"},{"index":29,"title":"Kelime Anının Kullanımı","list":{"type":"unordered","items":["Kelime anı kullanmak için basit bir kodla \"word = new WordNet()\" şeklinde başlatılabilir.","Türkçe ve İngilizce kelime anı kullanılabilir ve kendi ürettiğiniz alanınıza özgü kelime anı da bu formatta yüklenebilir.","Kelime anı içinde tüm sinsetleri getiren, belli bir sinsete ait tüm literalleri getiren gibi çeşitli fonksiyonlar bulunmaktadır."]},"beginTime":2494,"endTime":2521,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2494&ask_summarization=1"},{"index":30,"title":"Word Kütüphanesi ve İşaretleme","list":{"type":"unordered","items":["Word kütüphanesi kelimelerin anlamlarını içerir ve cümle içindeki kelimelerin hangi anlamı kullanıldığını belirlemek için dete kollektör paketi kullanılır.","İşaretleme işlemi cümle seviyesinde veya ağaç seviyesinde yapılabilir ve önce morfolojik analiz yapılmış olmalıdır."]},"beginTime":2529,"endTime":2583,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2529&ask_summarization=1"},{"index":31,"title":"Duygu Sözlüğü","list":{"type":"unordered","items":["Duygu sözlüğü, kelimelerin veya synsetlerin duygusal durumlarını içeren, Kenet'in paralelinde bir sözlüktür.","Duygu sözlüğüne duygu eş anlamlı kümeleri ve her bir duygu setinin bir polaritesi vardır.","Sözlükte 10.500 synsetin her biri pozitif, negatif ve objektif olarak işaretlenmiş olup, Türkçe'nin negatif bir dil olduğu görülür."]},"beginTime":2583,"endTime":2714,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2583&ask_summarization=1"},{"index":32,"title":"Duygu Sözlüğünün Detayları","list":{"type":"unordered","items":["Sözlükteki synsetlerin pozitif ve negatif olmaları yeterli değil, ne kadar pozitif veya negatif olduğunun da anlaşılabiliyor olması gerekir.","Pozitif ve negatif synsetler üç farklı kişi tarafından güçlü ve zayıf olarak işaretlenmiş, bu işaretlerle puanlama yapılmıştır.","Türkçe'de 11.917 negatif, 3.100 pozitif ve 163.767 objektif synset bulunmaktadır."]},"beginTime":2714,"endTime":2809,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2714&ask_summarization=1"},{"index":33,"title":"Duygu Sözlüğünün Kullanımı","list":{"type":"unordered","items":["Duygu sözlüğü kütüphanesinde turkish sentinet ve pys uzantıları bulunmaktadır.","Kullanıcılar belirli bir synset ailesini alarak synsetine, pozitif ve negatif skorlarına erişebilirler."]},"beginTime":2809,"endTime":2839,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2809&ask_summarization=1"},{"index":34,"title":"Cümle Seviyesinde Analiz","list":{"type":"unordered","items":["Cümle seviyesinde analiz daha karışık olup, genellikle daha az çalışılmış bir alandır.","Cümledeki fiiller önem kazanır ve cümledeki diğer kelimeler fiilin etrafında toparlanır.","Fiillerin argüman yapısını bilmek kritiktir ve argümanlar semantik rollerine göre işaretlenir."]},"beginTime":2839,"endTime":2980,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2839&ask_summarization=1"},{"index":35,"title":"Propbank ve Fiil Analizi","list":{"type":"unordered","items":["Propbank, fiillerin argüman yapısını işaretleyerek konteks bilgisi verir.","Her fiil farklı anlamsal rolleri içerir ve fiillere tek tek bakılarak bu roller işaretlenir.","Türkçe'deki tüm fiiller işaretlenmiş olup, bu da Kenet gibi bir geliştirme sürecindeki bir çalışmadır."]},"beginTime":2980,"endTime":3026,"href":"/video/preview/4419177749765657697?parent-reqid=1776818156756027-17507791934864232587-balancer-l7leveler-kubr-yp-vla-161-BAL&text=Starlang+Software&t=2980&ask_summarization=1"},{"index":36,"title":"Propbank Kullanımı","list":{"type":"unordered","items":["Propbank kullanımı için önce fiillerin 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