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Konuşmacı, makine öğrenmesi ve derin öğrenme sistemlerinin gerçek hayata uyarlanmaları konusunu ele almaktadır.","Video, makine öğrenmesi sistemlerinin yaşam döngüsünü (iş ihtiyaçlarının tanımlanması, veri yönetimi, model eğitimi ve en iyilemesi, paketleme, doğrulama, konuşlandırma ve izleme) detaylı şekilde anlatmaktadır. İçerik, hiper parametre optimizasyonu, modelin paketlenmesi, doğrulanması ve konuşlandırılması aşamalarını kapsamakta, ayrıca çıkartma işlemlerini gerçekleştirmek için kullanılan donanım platformlarını (GPU'lar, Tesla GPU'ları, TPU'lar, NVIDIA Jetson serisi, Google HPU, Intel Movidius, Raspberry Pi Pico) ve optimizasyon araçlarını (Open Vino, NVIDIA Tencent RT, Google MediaPipe, Tencent DNN) detaylı şekilde açıklamaktadır.","Video ayrıca quantization (hassasiyet azaltma) ve pruning (kısaltma) gibi model optimizasyon tekniklerini, Docker'ın GPU desteği ve konuşlandırma için sağladığı avantajları da ele almaktadır. Gömülü sistemlerde daha verimli çalışabilen MobileNet ve EfficientNet gibi model optimizasyonları hakkında da bilgi verilmektedir."]},"endTime":2850,"title":"Makine Öğrenmesi ve Derin Öğrenme Sistemlerinin Gerçek Hayata Uyarlanması","beginTime":0}],"fullResult":[{"index":0,"title":"Makine Öğrenmesi ve Derin Öğrenme Sistemlerinin Gerçek Hayata Uyarlanması","list":{"type":"unordered","items":["Prof. Dr. Alptekin Temizel, ODTÜ Enformatik Enstitüsü'nde görev yapmaktadır.","Konuşmada makine öğrenmesi ve derin öğrenme sistemlerinin gerçek hayata uyarlanmaları konusu ele alınacaktır.","Sistemlerin geliştirilmesi ve algoritmaların detayları hakkında pek çok eğitim mevcut olsa da, gerçek hayatta uygulamaya başlandığında işin yapısı değişmektedir."]},"beginTime":3,"endTime":47,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=3&ask_summarization=1"},{"index":1,"title":"Makine Öğrenmesi Sistemlerinin Ekosistemi","list":{"type":"unordered","items":["Makine öğrenmesi sistemlerini gerçek hayata uygulamaya başladığımızda, sadece ufak bir kısmı makine öğrenmesi kodu içeren daha büyük bir yapıdan bahsedilmektedir.","Sistemin yan ihtiyaçları arasında veri toplanması, öznitelik çıkarılması, verilerin gerçeklenmesi, analiz araçları, süreç yönetimi, infrastructure kurulumu ve izlenmesi bulunmaktadır.","Konuşmada tüm bu alt yapıya değinecek vakti olmadığı için, önemli kilit noktalardaki yöntemlere ve gelişmelere odaklanılacaktır."]},"beginTime":47,"endTime":156,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=47&ask_summarization=1"},{"index":2,"title":"Makine Öğrenmesi Yaşam Döngüsü","list":{"type":"unordered","items":["Makine öğrenmesi yaşam döngüsü, iş ihtiyaçlarını anlayıp hedeflerin tanımlanması ile başlar.","Veri yönetimi safhasında verilerin toplanması, ön işlenmesi ve gerekirse veri artırma işlemi gerçekleştirilir.","Temel yaşam döngüsünde modellerin eğitimi ve en iyileştirilmesi, modelin paketlenmesi, validasyonu ve konuşlandırma işlemi yer alır.","Model gerçek hayat kullanımda izlenir ve gerekirse güncellenerek yaşam döngüsüne devam edilir."]},"beginTime":156,"endTime":294,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=156&ask_summarization=1"},{"index":3,"title":"Derin Öğrenme İçin Kullanılan Donanım Platformları","list":{"type":"unordered","items":["Derin öğrenme için kullanılan donanım platformlarının esas yükünün grafik işleme ünitelerinde (GPU'larda) olduğu belirtilmektedir.","GPU'lar temelde görselleştirme ve oyunlar için tasarlanmış tek çip cihazlardır ve son yıllarda cep telefonları, tabletler, gömülü sistemler ve arabalarda da bulunmaktadır.","GPU'ların üreticileri AMD ve NVIDIA'dır ve son yıllarda NVIDIA'nın pazarın yaklaşık %83'üne hakim olduğu görülmektedir."]},"beginTime":294,"endTime":376,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=294&ask_summarization=1"},{"index":4,"title":"GPU'ların Özellikleri ve Performansı","list":{"type":"unordered","items":["GPU'lar paralel işleme odaklı cihazlardır ve derin öğrenme işleminde matris işlemleri için uygun paralelleştirmeye sahiptir.","GPU'ların paralel gücü çok sayıda çekirdeğe sahip olmalarından gelir; CPU'larda 4-16 çekirdek sayısından bahsedilirken, GPU'larda 1000-10000 çekirdek sayılarından bahsedilmektedir.","GPU'ların performansı her yıl sürekli gelişmektedir; 2010 yılında yaklaşık 1,30 teraflops olan bu cihazlar, 2013 yılında 5 teraflops, 2016 yılında 9 teraflops ve günümüzde RTX 3080 kartı ile yaklaşık 30 teraflops değerlere ulaşabilmektedir."]},"beginTime":376,"endTime":502,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=376&ask_summarization=1"},{"index":5,"title":"GPU Türleri ve Profesyonel Çözümler","list":{"type":"unordered","items":["Oyun ve grafik işlemler için tasarlanmış GPU'lar (RTX, GTX serisi) desktop makineye takılarak derin öğrenme için kullanılabilir.","Data center'larda ve profesyonel altyapılarda Tesla GPU'ları kullanılmaktadır; Tesla V100'ler 32 GB hafızaya sahipken, Tesla A100 GPU'ları belli versiyonlarında 80 GB'a kadar yükselebilmektedir.","NVIDIA'nın DCX Station ve DCX-One gibi hazır çözümler, GPU'ların içinde entegre mevcut ve plug and play olarak kullanılabilen mini super 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yapılmalıdır."]},"beginTime":854,"endTime":949,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=854&ask_summarization=1"},{"index":8,"title":"Hiper Parametre Optimizasyonu İçin Hazır Kütüphaneler","list":{"type":"unordered","items":["Optuna, açık kaynaklı bir hiper parametre en iyileme çatısı olup taramayı otomatikleştirmeyi ve paralelleştirme yapmayı hedefler.","Bu kütüphane sayesinde birden fazla model eğitip denemek için kodları değiştirmeden paralel işlem yapılabilir."]},"beginTime":949,"endTime":1013,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=949&ask_summarization=1"},{"index":9,"title":"Model Paketleme","list":{"type":"unordered","items":["Eğitim altyapıları çıkarsamanın verimli olması için tasarlanmamış olduğundan, eğitim tamamlandıktan sonra modelin dışarıya uyumlu bir yapıda aktarılması gerekir.","ONNX (Open Neural Network Exchange), farklı frameworkler arasında birlikte çalışabilirlik sağlayarak dışarıya aktarılmış modellerin donanımlar üzerinde optimize edilmesini mümkün kılar.","ONNX formatında paketlenen modeller grafik yapısında biçimlendirilmiş olup, girdi, convolutional katman, batch normalization, relu gibi düğümler ve parametreleri içerir."]},"beginTime":1013,"endTime":1185,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1013&ask_summarization=1"},{"index":10,"title":"ONNX Formatı ve Görselleştirme","list":{"type":"unordered","items":["ONNX, Google tarafından geliştirilmiş Proto-Buff formatını kullanır ve sadece float32 gibi veri türleri ve verinin sırası belirtir.","Kütüphanelerden alınan ONNX çıktısı birbirini tekrar eden modüllerden oluşabilir, bu nedenle ek bir basitleştirme adımına tabi tutulabilir.","Görselleştirme için temelde Netron adlı bir araç kullanılarak dosyalar görsel bir biçimde izlenebilir."]},"beginTime":1185,"endTime":1255,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1185&ask_summarization=1"},{"index":11,"title":"Model Doğrulama ve Gerçek Hayatta Konuşlandırma","list":{"type":"unordered","items":["Modelin doğrulanması için öncelikle gereksinim kodlaması yapılır, ardından resmi doğrulama ve teste dayalı doğrulama aşamaları tamamlanır.","Optimize edilen ve doğrulanmış model artık gerçek hayatta konuşlandırılmalıdır."]},"beginTime":1255,"endTime":1296,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1255&ask_summarization=1"},{"index":12,"title":"Çıkarsama İçin Donanım Platformları","list":{"type":"unordered","items":["Çıkarsama için üç temel donanım yapısı vardır: veri merkezleri, uçta işlemler ve gömülü sistemler.","Veri merkezlerinde Tesla A100, A100 gibi üst seviye GPU'lar veya Tesla T4 gibi çıkarsama için optimize edilmiş cihazlar kullanılabilir.","Uçta işlemler için otonom araçlarda kullanılan NVIDIA Drive PX2 gibi özel kartlar mevcuttur."]},"beginTime":1299,"endTime":1433,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1299&ask_summarization=1"},{"index":13,"title":"Gömülü Sistemler ve NVIDIA Jetson","list":{"type":"unordered","items":["Gömülü sistemler için NVIDIA'nın Jetson serisi cihazları, robot kolları ve akıllı kameralar gibi küçük sistemlerde kullanılabilir.","Jetson sistemleri kredi kartı boyutunda, GPU ve CPU'su olan hibrit mini bilgisayarlardır.","Jetson TXTU modelinde Pascal jenerasyon 256 çekirdekli GPU ve 2 Denver çekirdeği, 4 ARM A572 çekirdeği olan CPU birimi bulunmaktadır."]},"beginTime":1433,"endTime":1562,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1433&ask_summarization=1"},{"index":14,"title":"Jetson Sistemlerinin Özellikleri","list":{"type":"unordered","items":["Jetson sistemlerinde video encoder ve decoder'ları bulunmakta, sıkıştırılmış görüntü formatlarını CPU veya GPU'ya yük olmadan açabilmektedir.","Cihazda 8 GB RAM, ekran bağlama imkanı, 6 kamera desteği ve CAN portları, GPIO'lar, USB portları, Ethernet bağlantısı bulunmaktadır.","Geliştirme sırasında bu kart, geliştirme platformu üzerinde kullanılır ve sonra kendi sisteminize entegre edilebilir."]},"beginTime":1562,"endTime":1698,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1562&ask_summarization=1"},{"index":15,"title":"Jetson Zavier ve Diğer Şirketler","list":{"type":"unordered","items":["Jetson Zavier versiyonunda 512 çekirdekli Volta GPU'lar ve matris işlemlerini hızlandıran Tencer Core birimleri bulunmaktadır.","Google'ın HDPU cihazı, düşük güçlü cihazlar için yüksek performanslı çıkarsama sağlamayı amaçlayan küçük devrelerdir.","Intel'in Movidius çubuğu ve Raspberry Pi'ın Pico cihazı da çıkarsama uygulamaları için USB'den takılabilecek çözümler sunmaktadır."]},"beginTime":1698,"endTime":1945,"href":"/video/preview/17879605426175120121?parent-reqid=1769536379997476-12819835978827981495-balancer-l7leveler-kubr-yp-vla-86-BAL&text=Pallavan+Learning+Systems&t=1698&ask_summarization=1"},{"index":16,"title":"Düşük Enerji Tüketen 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🎯 層級 Level：進階 Experienced 🔎 分類 Category：資訊安全 Secruity 💡 摘要 Abstract 💡 It is not an easy task to design and build machine learning systems. 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