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Konuşmacılar, Türkçe modelin 7 milyar parametreli hedefine ulaşma çabası ve bu modelin gizlilik açısından önemi hakkında bilgiler paylaşmaktadır."]},"endTime":3323,"title":"Üretici Yapay Zeka ve Büyük Dil Modelleri Eğitim Sunumu","beginTime":0}],"fullResult":[{"index":0,"title":"Sunum ve Üretici Yapay Zeka Tanıtımı","list":{"type":"unordered","items":["Konuşmacı Nur Bengisuhan, TÜBİTAK İGEM bünyesinde araştırmacı olarak görev yapmaktadır.","Üretici yapay zeka, insan benzeri yaratıcılık ve yeni içerik üretebilen sistemlerin oluşturulması hedefine sahiptir.","Üretici yapay zeka iki temel modele dayanır: GANlar (oluşturucu ve ayrıştırıcı modeller) ve autoencoder yapıları."]},"beginTime":0,"endTime":83,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=0&ask_summarization=1"},{"index":1,"title":"Üretici Yapay Zeka Modelleri","list":{"type":"unordered","items":["Autoencoder yapıları encoder ve 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Değerlendirilmesi","list":{"type":"unordered","items":["Büyük dil modellerinin eğitimi sırasında bir sonraki kelimeden gelecek kelimeyi hesaplamak üzerine işlem gerçekleşir ve cross entropi kayıp hesaplanır.","BLEU, ROUGE ve Sky gibi metrikler doğal dil işleme alanlarında model başarısını ölçmek için kullanılır ancak yaratıcılığı ölçmek için yeterli değildir.","Reinforcement Learning from Human Feedback (RLHF) yöntemi, modelin çıktılarını kullanıcılar tarafından değerlendirilmesi ve ödüllendirilmesi üzerine geliştirilmiştir."]},"beginTime":344,"endTime":456,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=344&ask_summarization=1"},{"index":5,"title":"Büyük Dil Modellerinden Faydalanma Yöntemleri","list":{"type":"unordered","items":["Son kullanıcılar, ChatGPT gibi arayüzler üzerinden prompt (sorgu) vererek modelden faydalanabilirler.","Prompt mühendisliği, etkili bir çıktı elde etmek için hangi sorguyu verileceğine dair sanatsal bir yaklaşım olarak kabul edilmektedir.","In-context learning (bağlamdan öğrenme) yöntemi, modelin belirli bir bağlama verilen örneklerle daha iyi performans göstermesini sağlar.","Fine-tuning (ince ayar) aşaması, temel modellerin özel durumlarda daha iyi sonuç vermeleri için uygulanabilir ancak bu işlem için çok miktarda ve etiketli veri gereklidir."]},"beginTime":456,"endTime":615,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=456&ask_summarization=1"},{"index":6,"title":"Instruction Finding Yöntemi","list":{"type":"unordered","items":["Instruction finding yöntemi, modelin ne yapmak istediğinizi tanımlamanıza ve betimlemenize olanak sağlar.","Bu yöntem, az miktarda veri olduğunda ve temel modelin yüksek kapasiteyle çalışabildiği durumlarda etkili bir yöntemdir.","Bu yöntem, model üzerinde daha fazla kontrol elde etmemizi sağlar ve GPT-4 gibi modellerin belirli talimatlara verileri test etmesiyle iyi sonuçlar elde edilmiştir."]},"beginTime":620,"endTime":694,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=620&ask_summarization=1"},{"index":7,"title":"Güncel Üretici Yapay Zeka Uygulamaları","list":{"type":"unordered","items":["Güncel yapay zeka uygulamalarının hedefi geniş kapsam, gerçekçi ve yaratıcı içerik üretmektir.","Dil modellerinin temel özelliği geniş bağlamı oluşturmak ve büyük miktarda veriyi anlayabilmektir.","GPT, metin verilerek konuşabilen bir modeldir; DALL-E, metin verilerek görüntü oluşturan bir görüntü modelidir; CLIP, metin verilerek ses karşılığını oluşturan bir ses modelidir."]},"beginTime":694,"endTime":779,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=694&ask_summarization=1"},{"index":8,"title":"Büyük Görüntü Dil Modelleri","list":{"type":"unordered","items":["Büyük görüntü dil modelleri, metinde tasvir edilen şeyleri görsel olarak yansıtma özelliğine sahiptir.","Gaya modeli, otonom sürüş araçları için sanal dünya oluşturarak çok miktarda veri üretmeyi sağlar.","Temel modeller görev tabanlı finansal büyük dil modellerine veya biyomedikal alanlarda genetik dil modellerine çevrilebilir."]},"beginTime":779,"endTime":892,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=779&ask_summarization=1"},{"index":9,"title":"Kod Üretimi ve Son Gelişmeler","list":{"type":"unordered","items":["Büyük modeller, kullanıcıdan az parametre alarak çalışan kod üretme özelliğine sahiptir.","Bazı sistemler ses monitörleri ekleyerek sesli komutları yazıya çevirip koda dönüştürerek sesli kod yazma imkanı sunmaktadır.","OpenAI, iki hafta önce geliştirici konferansında GPT-4 Turbo'yu yayınladı ve bu model 300 sayfa metni tek seferde işleyebilme kapasitesine sahiptir."]},"beginTime":892,"endTime":977,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=892&ask_summarization=1"},{"index":10,"title":"GPT-4 Turbo'nun Özellikleri","list":{"type":"unordered","items":["GPT-4 Turbo, geliştiricilere JSON sorgular yapabilmelerine izin vererek tekrarlanabilir sonuç almayı sağlar.","Model artık 2023 Nisan verilerine kadar hakim olup çağımıza uygun verileri işleyebilmektedir.","ChatGPT artık görüntü işleme, ses işleme ve oluşturma modellerini kendi içerisinde toplayarak resimlerden başlık üretme, içeriklerden resim üretme gibi özelliklere sahiptir."]},"beginTime":977,"endTime":1064,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=977&ask_summarization=1"},{"index":11,"title":"OpenAI'nin Yeni Özellikleri ve Sorunları","list":{"type":"unordered","items":["ChatGPT arayüzü üzerinden kullanıcılar kendi verileriyle modeli eğitebilir ve kişisel GPT'lerini GPT Store'da yayınlayabilirler.","Bu özelliklerin ardından OpenAI'nin CEO'su Sam Altman yönetim kurulu tarafından kovuldu ve bunun ardından bazı çalışanların da çıkacağı söylentiler yayıldı.","OpenAI, Altman'ın arkadaşlarını geri aldı ancak bu durumun tam olarak nedeni bilinmemektedir."]},"beginTime":1064,"endTime":1160,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1064&ask_summarization=1"},{"index":12,"title":"TÜBİTAK'ta Yapılan Çalışmalar","list":{"type":"unordered","items":["TÜBİTAK, büyük dil modellerinin gelişmesine karşılık Türkçe temel dil modeli oluşturmak için çalışmaktadır.","Yaklaşık 300 milyar token ve 5 liralık Türkçe veri ile milyarlar seviyesinde parametreli modellerin eğitilmesi üzerine çalışılıyor.","Amac, Türkçe modelin savunma sanayinde, özel alanlarda veya akademide FN'edilerek gerekli görevlerde iyi sonuçlar vermesini sağlamak."]},"beginTime":1160,"endTime":1282,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1160&ask_summarization=1"},{"index":13,"title":"Büyük Model ve Kullanım Alanları","list":{"type":"unordered","items":["Kamu kurumlarının yapay zeka ihtiyaçlarını gidermek için büyük bir model ve 1700 destek programı bulunmaktadır.","Modelin olgun seviyeye gelmesi için yaklaşık bir yıl hedeflenmektedir.","Modelin eğitim sürecinde sürekli denemeler yapılmakta ve sonuçlar iyi çıkmadığında farklı parametrelerle yeniden eğitim başlatılmaktadır."]},"beginTime":1289,"endTime":1408,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1289&ask_summarization=1"},{"index":14,"title":"Model Performansının Değerlendirilmesi","list":{"type":"unordered","items":["Modelin iyi çıktı verip vermediğini değerlendirmek için net bir parametre bulunmamaktadır.","Farklı metrikler kullanılarak modelin başarısı ölçülür ve insan değerlendirmesi (human evaluation) önemli bir rol oynamaktadır.","Model kendisi değerlendirebilir ve kendi ürettiği cevapları eğitim için kullanabilir, ancak kendi ürettiği cevapların ne kadar iyi olduğunu söyleyemez."]},"beginTime":1408,"endTime":1582,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1408&ask_summarization=1"},{"index":15,"title":"Chat GPT Kullanım Özellikleri","list":{"type":"unordered","items":["Chat GPT'in kullanım alanları çok genişlemiş olup, birçok uygulamaya entegre edilmiştir.","Chat GPT arayüz üzerinden konuşurken, session'ızdaki bilgiler korunur ve model konuşmalarınızdan öğrenir.","API'de ise model her seferinde sıfırdan eğitilir ve kullanıcı konuşmalarından öğrenmez."]},"beginTime":1582,"endTime":1701,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1582&ask_summarization=1"},{"index":16,"title":"Etik Sorunlar ve Çözüm Önerileri","list":{"type":"unordered","items":["Yapay zeka ile etik sorunlar birlikte gelmektedir ve bu konunun önemi fark edilmiştir.","Chat GPT gibi modellerde, üretilen içeriklerin kullanıcıya gösterilmesi için son bir kontrol aşaması bulunmaktadır.","Türkiye'de Ulusal Yapay Zeka Stratejisi kapsamında etik ve hesap verebilirlik konularında çalışmalar devam etmektedir."]},"beginTime":1701,"endTime":1855,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1701&ask_summarization=1"},{"index":17,"title":"AI Teknolojisinin Dünyada Durumu","list":{"type":"unordered","items":["Geçtiğimiz aylarda bazı ülkeler AI erişimini kısıtlamış veya tamamen yasaklamış durumda.","Bu teknolojinin ürettiği cevapların etik olduğu sorusu ve öğrencilerin ödevlerini yapmaya başlaması gibi endişeler nedeniyle bazı hükümetler zararlı olabileceğini düşünüyor.","Konuşmacı, bu teknolojinin gelişeceğini ve kısıtlamak yerine belirli kurallarla insanlara faydalı şekilde sunulması gerektiğini düşünüyor."]},"beginTime":1863,"endTime":1912,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1863&ask_summarization=1"},{"index":18,"title":"AI'nin Yanlış Bilgi Sorunu","list":{"type":"unordered","items":["AI, kod yazarken doğru şekilde çalışsa da, internet kaynaklarından topladığı yanlış bilgileri süzme mekanizması yok.","AI'nin eğitimi sırasında verinin kaynağına dikkat ediliyor, ancak sürekli hatırlatmalar yapılsa da zamanla bozulmaya başlıyor.","AI modelleri genellikle doğru verilerle eğitiliyor, ancak süzme mekanizması bulunmuyor."]},"beginTime":1912,"endTime":2041,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=1912&ask_summarization=1"},{"index":19,"title":"AI Modelleri ve Mimari","list":{"type":"unordered","items":["ORCA ve GPT-4, Transformer mimarisine dayanan farklı modellerdir; ORCA daha düşük parametre sayısı (yaklaşık 7 milyar) olan küçük bir modelken, GPT-4 daha büyük bir modeldir.","Transformer mimarisine dayanan bu modeller, farklı şekillerde kullanılabilir; örneğin encoder-decoder yapısı arttırılarak veya sadece decoder kullanılarak farklı modeller oluşturulabilir.","GPT gibi modeller, genellikle sadece decoder kullanarak geliştirilmiş transformer mimarisine dayanmaktadır."]},"beginTime":2041,"endTime":2170,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2041&ask_summarization=1"},{"index":20,"title":"AI Modellerini Kullanma ve Geliştirme","list":{"type":"unordered","items":["AI modelleri genellikle cloud servisleri olarak sunulsa da, bazı modeller açık kaynak olarak kütüphaneler halinde paylaşılmaktadır.","Hugging Face gibi platformlarda Transformer kütüphanesi bulunmakta ve bu modeller üzerinde geliştirme yapılabilmektedir.","Vektör database'leri kullanarak kurum içi bilgileri depolayabilir ve AI'nin bu verileri kullanarak cevap üretebilmesi sağlanabilir."]},"beginTime":2170,"endTime":2327,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2170&ask_summarization=1"},{"index":21,"title":"Türkçe AI Modeli Geliştirme","list":{"type":"unordered","items":["Mevcut AI modelleri çoğunlukla İngilizce kaynaklara odaklanmış durumda, Türkçe içerik için yeterli kaynak bulunmamaktadır.","Türkçe model geliştirme amacı, Türkçe'nin kaynağını oluşturmak ve Türkiye için bir başlangıç sağlamaktır.","Geliştirme hedefi başlangıç olarak 7 milyar parametreli bir model oluşturmak ve sonrasında bu sayıyı artırmaktır."]},"beginTime":2327,"endTime":2422,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2327&ask_summarization=1"},{"index":22,"title":"Dil Modeli Eğitimi ve Veri Kaynağı","list":{"type":"unordered","items":["Dil modeli parametreleri modelin yapısına ve katmanlarına bağlı olarak değişmektedir.","Model eğitimi için 2021 Eylül'e kadar toplanabilen veriler kullanılmış ve TÜBİTAK'ın Türkçe kaynaklarından da yararlanılmıştır.","Eğitim amaçlı internetteki tüm veriler toplanarak belirli süzgeçlerden geçerek modeller eğitilmektedir."]},"beginTime":2432,"endTime":2493,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2432&ask_summarization=1"},{"index":23,"title":"Modelin Özgünlüğü ve Özel Veriler","list":{"type":"unordered","items":["Temel modeller özel değildir, kullanıcıların kendi verileriyle fine-tuning yaparak özgün modeller oluşturabilirler.","Geliştirilen Türkçe dil modeli sadece dili anlayabilen bir modeldir, özel verilerle fine-tuning yapıldığında kullanıcıya özel olabilir.","Özel verileri kullanarak model eğitimi yapmanın amacı, verilerin savunma sanayi veya özel durumlarda kullanımda açığa çıkmasını engellemektir."]},"beginTime":2493,"endTime":2691,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2493&ask_summarization=1"},{"index":24,"title":"Model Mimarisi ve Algoritmalar","list":{"type":"unordered","items":["Mevcut mimariler ve kütüphaneler kullanılarak Türkçe verilerle model eğitilmektedir.","Kapalı ağda Türkçe olarak kullanılabilmesi için çalışılmaktadır.","Algoritmalar arasında reinforcement learning (insandan geri besleme) ve farklı modüllerle entegrasyon bulunmaktadır."]},"beginTime":2691,"endTime":2836,"href":"/video/preview/9184024416429313548?parent-reqid=1776552556982267-1627206151110947984-balancer-l7leveler-kubr-yp-vla-15-BAL&text=Bilge+Tech&t=2691&ask_summarization=1"},{"index":25,"title":"Dil Kaynakları ve Model Performansı","list":{"type":"unordered","items":["GPT gibi modeller, Türkçe kaynakların azlığından dolayı Türkçe sorulara tutarlı cevap veremeyebilir.","Modelin eğitimi hangi kaynaklara bağlıdır, Türkçe kaynaklarla eğitildiyse sadece Türkçe kaynaklardan cevap verebilir.","Bazı spekülasyonlara göre, GPT gibi modeller ya tek bir çok dilli model veya farklı diller için ayrı ayrı modeller 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