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Konuşmacı, Türkiye'nin yapay zeka ve dijitalleşme konusunda Amerika'nın gerisinde kaldığını belirterek, sektörün bu konudaki rekabet gücünü artırmak için gerekli adımları tartışmaktadır. Video, katılımcıların sorularını cevaplayarak ve inşaat mühendislerinin mesleki topluluklarına katılımının önemi mesajıyla sonlanmaktadır."]},"endTime":6427,"title":"İnşaat Mühendisliğinde Yapay Zeka ve Dijitalleşme Semineri","beginTime":0}],"fullResult":[{"index":0,"title":"Giriş ve Konuk Tanıtımı","list":{"type":"unordered","items":["İnşaat Mühendisleri Odası Ankara Şubesi tarafından düzenlenen çevrimiçi seminerde proje yönetiminde yapay zeka uygulamaları konusu ele alınacak.","Seminerin konuğu Doç. Dr. Onur Esat Tokdemir, 1995 yılında Ortadoğu Teknik Üniversitesi İnşaat Mühendisliği Bölümü'nden mezun olmuş ve Chicago, Illinois'da yüksek lisans ve doktorasını tamamlamıştır.","Konuk, 2000-2017 yılları arasında sektörde fiil mühendisi ve proje müdürü olarak çalışmış, yaklaşık dört senedir Ortadoğu Teknik Üniversitesi'nde hoca olarak görev yapmaktadır."]},"beginTime":0,"endTime":106,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=0&ask_summarization=1"},{"index":1,"title":"Yapay Zeka Çalışmalarının Amacı","list":{"type":"unordered","items":["Konuk, öğrenciler ve sektörde heyecan yaratmak için yapay zeka, yalın yönetimi ve dijitalleşme gibi konuları çalıştığını belirtiyor.","Pandemi sonrası zor günler geçirildiği ve inşaat mühendisliği puanlarının düştüğü, tercih edilebilen bir meslek olmaktan çıktığı vurgulanıyor.","Konuk, yaklaşık dört sene önce proje yönetiminde yapay zekalı uygulamaları çalışan bir araştırma grubu kurduğunu ifade ediyor."]},"beginTime":106,"endTime":178,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=106&ask_summarization=1"},{"index":2,"title":"Yapay Zeka Çalışmalarının Başlangıcı","list":{"type":"unordered","items":["Konuk, Chicago'da yüksek lisans eğitimi sırasında David Arditti adlı hocasının kendisine yapay zeka ile ilgili kitaplar verdiğini ve üzerinde topladığı verileri çalışmasını söylediğini anlatıyor.","O dönemde kodlama bilgisi sınırlı olan konuk, C++ öğrenmeye başlamış ve hukuk davalarının çözülmesi ile itilafların çözülmesi üzerine bir çalışma yapmış.","Yapay zeka üzerine çalışma fikri o zamanlardan çıkmış ve konuk, öğrencilerine de bu konunun iyi olduğunu ve dünya da buraya gittiğini söylemiş."]},"beginTime":178,"endTime":360,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=178&ask_summarization=1"},{"index":3,"title":"Araştırma Grubu ve Çalışma Ortamı","list":{"type":"unordered","items":["Konuk, etrafında bulunan üç-dört genç çocukla beraber çalışmaya başlamış ve olağanüstü güzel makaleler yazmış.","Türkiye'de akademisyen olmak ve araştırma yapmanın zor olduğunu, ancak Ortadoğu Teknik Üniversitesi'nde istediği her programa ve dünyadaki makalelere ulaşabildiğini belirtiyor.","Bölümün kendisine en iyi bilgisayarları verdiğini ve çok güzel öğrencilerle karşılaştığını, öğrencilerin çalışma azmiyle birçok çalışmayı bitirdiklerini ifade ediyor."]},"beginTime":360,"endTime":451,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=360&ask_summarization=1"},{"index":4,"title":"Veri Analizi ve Yapay Zeka Uygulaması","list":{"type":"unordered","items":["Konuşmacı, elinde çok ciddi veriler olduğunu ancak kurumsal sistemlerin olmadığı için bunları kullanamadığını belirtiyor.","İş güvenliği, kalite, bütçe ve verimlilik alanlarında trendleri yakalamak için yapay zeka sistemi kurmaya karar vermiş.","İş güvenliği alanında Moskova'daki şantiyelerde yapılan raporların büyük kazaların gerçekleşmesiyle doğrulandığını gözlemlemiş."]},"beginTime":463,"endTime":520,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=463&ask_summarization=1"},{"index":5,"title":"Yapay Zeka Sisteminin Geliştirilmesi","list":{"type":"unordered","items":["Yapay zeka sistemi geliştirme sürecinde başlangıçta zorluklar yaşamış, ancak yavaş yavaş parçaları yerine oturtmuş.","Sözleşme yönetimini de sisteme dahil ederek başarılı sonuçlar elde etmiş.","İnşaatta proje yönetim ve teknik ofis tarafında yapay zeka sistemi kurarak öngörü sağlayabileceklerini kanıtlamış."]},"beginTime":520,"endTime":562,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=520&ask_summarization=1"},{"index":6,"title":"Yapay Zeka Sisteminin Getirileri","list":{"type":"unordered","items":["Yapay zeka sistemi sayesinde çok güzel öğrenciler yetiştirmiş ve bu öğrenciler şimdi büyük firmalarda başarılı çalışıyor.","İnşaat mühendisliği odasının kendisi için çok değerli olduğunu, aynı düşüncede olan kardeşlerle birlikte olduğunu belirtiyor.","İnşaat mühendisliği mesleğinden gurur duyduğunu ve öğrencilerine de bu heyecanı aşılamaya çalıştığını ifade ediyor."]},"beginTime":562,"endTime":638,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=562&ask_summarization=1"},{"index":7,"title":"İnşaat Mühendisliğinin Zorlukları","list":{"type":"unordered","items":["Son dönemde inşaat mühendisliğinin her okula gidilmesi, yüzlerce öğrencinin mezun edilmesi ve piyasada bolluğu oluşması, mesleği aşağıya doğru çekmiş.","İnşaat mühendisliği olmadan yollar, trenler, fabrikalar ve rafineler yapılamayacağını vurguluyor.","Özellikle genç inşaat mühendislerini etkileyen negatif bakışların, mesleğin geleceği için endişe yarattığını belirtiyor."]},"beginTime":638,"endTime":704,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=638&ask_summarization=1"},{"index":8,"title":"Yapay Zeka ve İnşaat Mühendisliği","list":{"type":"unordered","items":["Yapay zeka ve kodlama konularında inşaat mühendislerinin de bilgi sahibi olması gerektiğini savunuyor.","İnşaat mühendisliği kurgulanacak uygulamaların ancak inşaat mühendisleri tarafından yapılabilir olduğunu vurguluyor.","Pandemi öncesi inşaat mühendisliğinin muhafazakar bir sektör olduğunu, ancak pandemi sonrası büyük gelişmeler olduğunu belirtiyor."]},"beginTime":704,"endTime":768,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=704&ask_summarization=1"},{"index":9,"title":"İnşaat Mühendisliğinin Önemi","list":{"type":"unordered","items":["İnşaat mühendisliğinin yaptığı binaların insan hayatını direkt etkilediğini, depremlerde binaların yıkıldığını ve köprülerin selde götürüldüğünü örnek vererek açıklıyor.","İnşaat mühendisliğinin yapı olarak da çok muhafazakar olduğunu, bulanık mantık gibi konularda zorlandığını belirtiyor.","Amerika'da pandemi sonrası elektrikli arabalar ve otonom sürüş gibi devrim niteliğinde gelişmelerin inşaat sektöründe de uygulanmaya başlandığını ifade ediyor."]},"beginTime":768,"endTime":819,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=768&ask_summarization=1"},{"index":10,"title":"Pandemi ve Dijitalleşme","list":{"type":"unordered","items":["Pandemi döneminde beklenmedik bir devrim gerçekleşti ve bu durum inşaat şirketlerinde dijitalleşme heyecanı yarattı.","Yapay zeka, 1950'lerden başlayarak Alan Turing ile başlayan ve zamanla hızla ilerleyen bir evrim sürecidir.","Otonom sürüş gibi düşünebilen makinaların gelişimi yeni bir döneme doğru ilerlememizi sağlıyor."]},"beginTime":842,"endTime":910,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=842&ask_summarization=1"},{"index":11,"title":"Türkiye'nin Teknolojik Geri Kalma Sorunu","list":{"type":"unordered","items":["Türkiye'deki ihtilaf mahkemeleri ve tahkime gelen davaları sistemsel olarak kullanamıyoruz çünkü teknolojik olarak çok geri kaldık.","Bilgisayar mühendisliği alanında Türk dilinin anlaşılması ve edebiyatındaki Arapça, Farsça kelimelerle çalışabilme konusunda Amerika'nın gerisindeyiz.","Bütçesel farklılıklar nedeniyle teknolojik olarak henüz orada değiliz ve bu durum ciddi bir tehlike oluşturuyor."]},"beginTime":910,"endTime":972,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=910&ask_summarization=1"},{"index":12,"title":"İnşaat Mühendisliği ve Gelecek","list":{"type":"unordered","items":["İnşaat mühendisliği alanında ciddi sorunlarla karşı karşıyayız ve rekabetçi tarafımızda ciddi sıkıntılar açabilecek.","Rakipler, daha önce bizim kadar çalışamayan veya uzun saatler çalışamayan insanlar kullandıkları araçlar sayesinde bizim önümüze geçebilirler.","Önümüzdeki 2-3 sene içerisinde bu duruma hazır olmamız gerekiyor, özellikle yetiştirdiğimiz çocukların buna hazır yetişmesi önemli."]},"beginTime":972,"endTime":1006,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=972&ask_summarization=1"},{"index":13,"title":"Müfredatların Güncellenmesi","list":{"type":"unordered","items":["İnşaat mühendisliği müfredatlarının mutlaka değişmesi gerekiyor çünkü müfredatlarımız çok eski ve bazı konuları değiştiremez.","Matematik eğitimi çok yoğun olarak verilirken, istatistik biliminin önemini yeterince anlayamadığımızı fark ettik.","Veri bilimciliği ana bilim dalı farklı bir yere doğru gitmekte ve bu yeni gelişmeleri göz önüne alarak inşaat mühendisi müfredatlarını değiştirmemiz gerekiyor."]},"beginTime":1006,"endTime":1105,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1006&ask_summarization=1"},{"index":14,"title":"Yapay Zeka ve İnşaat Mühendisliği","list":{"type":"unordered","items":["İnşaat mühendisleri, neural networks gibi yapay zeka araçlarını kullanarak matematik, elektrik, elektronik ve bilgisayar mühendisliği algoritmaları üzerinden çalışan sistemler geliştirmektedir.","Yapay zeka çalışmalarında genellikle \"kara kutu\" yaklaşımı benimsenir, yani sistemlerin içine çok bakılmaz ve sadece sonuçları kullanılır.","Hedef, eldeki verilerden (görsel veya metin) öğrenerek tahmin etmektir, özellikle görsel veriler Amerika'nın en çok geçtiği alan olmasına rağmen, Türkiye'de de bu alanda ilerleme kaydedilmektedir."]},"beginTime":1108,"endTime":1232,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1108&ask_summarization=1"},{"index":15,"title":"Yapay Zeka Uygulamaları","list":{"type":"unordered","items":["Yapay zeka ile olabilecek kazaları tahmin etmek mümkün olup, bu konuda Türkiye'de Yıldız Teknik Üniversitesi ve Amerika'da Kansas ve Colorado'daki hocalar tarafından çalışmalar yapılmıştır.","Boğaziçi Üniversitesi'nden bir bilgisayar mühendisi tarafından kurulan inovatif şirket, görüntülerden kaza olabilecek anları yakalayıp anlık olarak uyarı mesajları göndermektedir.","Yapay zeka, şantiyedeki tüm durumları anlık olarak takip edebilen ve hırsızlık, verimsizlik gibi sorunları arka planda takip edebilen sistemler geliştirmektedir."]},"beginTime":1232,"endTime":1381,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1232&ask_summarization=1"},{"index":16,"title":"Yapay Zeka Alanının Genişliği","list":{"type":"unordered","items":["Yapay zeka alanında sadece kullanılabilecek ve yapılabilecek şeyler anlatılmakta olup, aslında bu alan uçsuz bucaksızdır ve her yere uygulanabilir.","İnsan kaynakları alanında yapay zeka kullanımı çok istenmiş ancak öğrenci ve veri eksikliği nedeniyle uygulanamamıştır.","İnşaat mühendislerinin insan kaynakları algoritmaları, kariyer firmalarınınkinden farklı olduğu için, aylarca tek tek CV'leri kontrol etmek yerine yapay zeka ile daha hızlı sonuçlar elde edilebilir."]},"beginTime":1381,"endTime":1514,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1381&ask_summarization=1"},{"index":17,"title":"Yapay Zeka Alt Alanları","list":{"type":"unordered","items":["Yapay zeka geniş anlamda kümenin büyük kısmını oluşturur ve altında makine öğrenmesi, makine öğrenmesinin altında ise derin öğrenme bulunmaktadır.","Derin öğrenme, özellikle image processing'de hızlı algoritmalara ihtiyaç duyulduğunda önemli bir rol oynamaktadır.","Yapay zeka alanında MATLAB ve Python gibi programlama dilleri kullanılmakta olup, birçok bilim insanının paylaştığı kodları modifiye ederek kendi işlerinize uygulamak kolaydır."]},"beginTime":1514,"endTime":1607,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1514&ask_summarization=1"},{"index":18,"title":"Supervise ve Unsupervised Learning","list":{"type":"unordered","items":["Supervise learning'de bilgisayara resimler gösterilerek (örneğin elma, domuz) ve kategorik olarak tag'ler sayesinde öğretilir.","Unsupervised learning'de ise makine kendi kendine verileri gruplandırır ve doğru-yanlış bilgileri öğrenerek kendini geliştirir.","Yapay zeka ile köpek ve kedi gibi basit nesneleri tanıma gibi işlemler, insanlar için aylar alırken, makine öğrenmesi ile çok daha hızlı öğrenilebilir."]},"beginTime":1607,"endTime":1694,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1607&ask_summarization=1"},{"index":19,"title":"Makine Öğrenmesi ve Görüntü İşleme","list":{"type":"unordered","items":["ODTÜ öğrencileri kayıt döneminde robot mus'un değil misin sorusu çıkar ve saatlerce seçim yapmak zorunda kalırlar, bu aslında supervise learning (gözetimli öğrenme) örneğidir.","Google milyonlarca resimden sonra resimdeki nesneleri (kadın, erkek, araba, direk, köpek, eşek, kedi, domuz) tanıma bilgilerini paylaşmaya başlamıştır.","Makine, saniyede elli frame alarak anlık olarak video içindeki nesneleri (kedi, köpek) bulabilme yeteneğine sahiptir."]},"beginTime":1699,"endTime":1773,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1699&ask_summarization=1"},{"index":20,"title":"İnşaat Mühendisliğinde Makine Öğrenmesi","list":{"type":"unordered","items":["İnşaat mühendisliğinde makine öğrenmesi, binada resim geldiğinde duvar örtülmüş kısmını anlayabilme yeteneğine sahiptir.","Urban Champaign Money adlı bir hoca, altmış kameradan gelen resimleri saniyeler içerisinde işleyerek binanın ilerlemesini anlık olarak anlayabilmektedir.","Türkiye'de bu konularda geri kalmış olmasına rağmen, inşaat sektörü Türkiye Cumhuriyeti'nin tek milli ve yerli sanayisidir."]},"beginTime":1773,"endTime":1844,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1773&ask_summarization=1"},{"index":21,"title":"İnşaat Sektörünün Önemi ve Geleceği","list":{"type":"unordered","items":["İnşaat sektörü ülkeye elli milyar dolara yakın para getiriyor ve iyi mühendislerin çalışmasıyla bu başarı sağlanmaktadır.","İnşaat sektörü rekabetçi tutulduğunda genç mühendisler daha çok iş bulabilir, para kazanabilir ve mutlu olabilirler.","Yapı bilgi modellemesi (BIM) gibi dijitalleşme konuları Türkiye'de henüz ihtiyaç duyulmasa da, çocukları bu şekilde yetiştirmezsek sektörde var olmamız zorlaşacaktır."]},"beginTime":1844,"endTime":1938,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1844&ask_summarization=1"},{"index":22,"title":"Sanayi Devrimi ve Türkiye'nin Durumu","list":{"type":"unordered","items":["Sanayi devrimi gerçekleşsin, uçak, füze ve araba yapalım, ancak esas para kazandığımız ve güçlü olduğumuz marketi kaybetmeyelim.","Türkiye'nin güçlü olduğu market, en çok para kazandığı ve en değerli markettir.","Gençlere motivasyon vermek ve rekabetçi tarafımızı güçlendirmek için bu konuları daha da yaygınlaştırmak gerekir."]},"beginTime":1938,"endTime":1993,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1938&ask_summarization=1"},{"index":23,"title":"Kodlama ve Veri Bilimi Eğitimi","list":{"type":"unordered","items":["Öğrencilerin en çok sorduğu sorulardan biri yapay zeka ve kodlama dilleridir, ancak konuşmacı tüm kodlama dillerini bilmediğini belirtiyor.","Kodlamayı gençlere iyi öğretmek ve müfredatta kodlama ve veri bilimini öne çıkarmak gerekiyor.","Konuşmacı, öğrencilerine hangi ana bilimde çalışırsa çalış veri bilimine uzmanlaşmalarını tavsiye ediyor çünkü dünya oraya doğru gidiyor."]},"beginTime":1998,"endTime":2084,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=1998&ask_summarization=1"},{"index":24,"title":"Kodlama Öğrenmenin Zorlukları","list":{"type":"unordered","items":["Kodlama herkes için zor olabilir ancak öğrenilebilir.","Konuşmacı, üç bilinmeyen denklemi çözebiliyorsa bir çocuk Python'da rahat bir şekilde öğrenebileceğini düşünüyor.","Öğrencilerin kodlama işine çok geç olmadan girmeleri gerektiğini vurguluyor."]},"beginTime":2084,"endTime":2121,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2084&ask_summarization=1"},{"index":25,"title":"Kendini Geliştirme ve Rekabet","list":{"type":"unordered","items":["Konuşmacı, kendini nasıl geliştirebileceğimiz sorusuna cevap veriyor ve genç öğrencilerin bu soruyu sormasının önemini vurguluyor.","Veri bilimi ve istatistik eğitimi önemli olsa da, öğrencilerin bu vizyonu henüz tam olarak kavramadıklarını düşünüyor.","Rakiplerin çok ilerlediği bir dünyada, gelişmekte olan ülkelerin bu teknolojileri iyi şekilde öğrenmesi gerekiyor."]},"beginTime":2121,"endTime":2202,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2121&ask_summarization=1"},{"index":26,"title":"Yapay Zeka ve Algoritmalar","list":{"type":"unordered","items":["Yapay zeka içerisinde veri bilimciliği, image processing, doğal dil işleme, uzman sistemler, konuşma tanıma, görüntü tanıma, durum tavanlı çıkarsama ve genetik algoritmalar gibi birçok alan bulunuyor.","Konuşmacı, veri cinsine göre farklı algoritmalara adapte ederek hangisinin daha iyi sonuç verdiğini görmeye çalıştığını belirtiyor.","Bulanık mantık (puzzy lojik) gibi farklı algoritmalar da kullanılıyor."]},"beginTime":2202,"endTime":2315,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2202&ask_summarization=1"},{"index":27,"title":"Dijitalleşme Yaklaşımı","list":{"type":"unordered","items":["Konuşmacı, dijitalleşme sürecinde şirketin belli bir olgunluğa gelmiş olması gerektiğini vurguluyor.","Dijitalleşmeden önce şirketin analiz edilmesi ve tüm proseslerine bakılması gerektiğini belirtiyor.","İnşaat mühendislik firmalarında kurumsallığa yaklaşım ve çalışma prensiplerinin banka veya fabrika gibi kurumsal yapılara benzemediğini, bazen para olmadan da çalışabildiklerini ifade ediyor."]},"beginTime":2315,"endTime":2455,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2315&ask_summarization=1"},{"index":28,"title":"Dijitalleşme Sürecinde Karşılaşılan Zorluklar","list":{"type":"unordered","items":["Devlet yerlerinde çalışan birçok kişi paralarını alamıyor, örneğin bir kişi 2009'dan beri ödenek almadığını belirtmiş.","Dijitalleşme sürecinde ilk aşama, akışları, prosedürleri ve süreçleri çıkarmaktır.","Dijitalleşme sürecinde yalınlaştırma (linification) süreci, uzmanların yardımıyla süreçleri çalışır hale getirmekle başlar."]},"beginTime":2464,"endTime":2575,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2464&ask_summarization=1"},{"index":29,"title":"Standart Sistemlerin Önemi","list":{"type":"unordered","items":["Standart bir sistemin olmadan dijitalleşme süreçleri başarısız olur, büyük danışmanlıklara girip para harcayan şirketler bile her üç yılda bir kendini tekrar etmek zorunda kalır.","Yapay zekadaki en önemli şeylerden biri veri toplama olup, veriyi toplayabilmeniz için standart sistemlerinizin olması gerekir.","Türkiye'de bazı büyük müteahhitlik firmaları standart sistemler kurmuş durumda, ancak dijitalleşme süreçleri henüz tamamlanmamıştır."]},"beginTime":2575,"endTime":2676,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2575&ask_summarization=1"},{"index":30,"title":"Veri Toplama ve Önemi","list":{"type":"unordered","items":["Veri iki türlü olabilir: text data (textual data) ve diğer veriler.","Text data, hava durumu, şantiyede çalışan kişi sayısı, yapılacak işin kalemleri, bütçesi, insan saati gibi tüm toplanabilecek verileri içerir.","Veri toplama önemli bir olaydır, ancak kurumsal sistemler olmadığı için toplanan veriler kaybolabilir ve tarihi kaybedilebilir."]},"beginTime":2676,"endTime":2822,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2676&ask_summarization=1"},{"index":31,"title":"Veri İşleme Süreci","list":{"type":"unordered","items":["Yeni bir yere girerken önce literatür taranır, sonra veri toplanır ve anlamaya çalışılır.","Veri toplama sonrası veriyi algılama, anlama ve tasarlama aşamaları geçilir.","Veri modelleme kısmında farklı algoritmalar denenir ve istatistik yöntemlerle doğrulanır."]},"beginTime":2822,"endTime":2887,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2822&ask_summarization=1"},{"index":32,"title":"Veri Analizi ve Sistem Geliştirme Süreci","list":{"type":"unordered","items":["Veri analizinde genellikle %80'lik veri seti eğitim için, %20'lik veri seti test için kullanılır.","Sistem eğitildikten sonra yeni veriler test edilerek sistem öğrenip öğrenmediği kontrol edilir.","Veri analizinde iş kazaları ve kalite gibi net veriler yakalanabilir."]},"beginTime":2891,"endTime":2938,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2891&ask_summarization=1"},{"index":33,"title":"Ürün Geliştirme Zorlukları","list":{"type":"unordered","items":["Ürün geliştirme aşaması inşaat sektöründe en zor kısımdır çünkü bütçe ve para gereklidir.","Akademik olarak ilk dört aşamayı rahat geçerken, beşinci ürün aşaması her zaman daha sıkıntılı olur.","Ürünün çıkarılması ve sektörde kullanılması, emekli olduktan sonra \"ne yaptın sen\" sorusuna cevap vermek için önemlidir."]},"beginTime":2938,"endTime":2975,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2938&ask_summarization=1"},{"index":34,"title":"Sistemlerin Kullanımı ve Gelişimi","list":{"type":"unordered","items":["Geliştirilen sistemler farklı alanlarda kullanılmakta ve Türkiye'de ULAB'lar gibi kurumlar sayesinde davalar sistemler üzerinden takip edilmektedir.","1997 yılında ilk makale gönderildiğinde \"avukatların, hakimlerin yerini mi alacaksınız?\" sorusu sorulmuş ve reddedilmişti.","Günümüzde benzer sistemleri kullanarak avukatlar kendi savunmalarını veya saldırılarını otomatik olarak oluşturabilmektedir."]},"beginTime":2975,"endTime":3033,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=2975&ask_summarization=1"},{"index":35,"title":"Başarılı Çalışmalar ve Gelecek Çalışmalar","list":{"type":"unordered","items":["İş sağlığı ve güvenliği kazaların tahmin sistemleri geliştirilmiş ve dünya en iyi dergilerine makaleler basılmıştır.","Kalite alanında da çalışmalar yapılmış ancak öğrencilerin mezun olduktan sonra geri getirilmesi zor olmuştur.","Doğal dil işleme, sözleşmeler ve verimlilik alanlarında da çalışmalar yapılmakta ve verimlilikle ilgili çalışmalar hızlı ilerlemektedir."]},"beginTime":3033,"endTime":3085,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3033&ask_summarization=1"},{"index":36,"title":"Doğal Dil İşleme ve Sözleşme Yönetimi","list":{"type":"unordered","items":["Konuşma tanıma ve doğal dil işleme teknolojileri olağanüstü seviyede gelişmiştir.","Sözleşme yönetiminde, özellikle büyük projelerde (örneğin mega has şehir hastanesi) onbinlerce sözleşme okunması ve analiz edilmesi gerekmektedir.","Mevcut algoritmalar ve programlar İngilizce dili için tasarlanmıştır, Türk dilinde henüz bu aşamada kullanılabilecek programlar bulunmamaktadır."]},"beginTime":3088,"endTime":3152,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3088&ask_summarization=1"},{"index":37,"title":"Doğal Dil İşleme Uygulamaları","list":{"type":"unordered","items":["Bilgisayar metni okuyup anlayarak, müteahhitle işveren arasındaki ilişkilerle ilgili maddeleri kırmızı çizdirebilir.","Non-conformation report'lar (uygunsuzluk raporları) text datası olarak çıkarılıp, doğal dil işleme ile hızlıca analiz edilebilir.","Şantiyedeki genç çalışanlar, kurumsal sistemlere hakim olmadığı için dersle ilgili belgelere ulaşamayabilir, ancak doğal dil işleme sayesinde anında bilgilere ulaşabilir."]},"beginTime":3152,"endTime":3240,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3152&ask_summarization=1"},{"index":38,"title":"Akademik Çalışmalar","list":{"type":"unordered","items":["Akademik çalışmalarda, belirli kelimelerin farklı anlamlarına (örneğin \"yüz\" kelimesi) dikkat edilerek makine öğrenimi uygulanmıştır.","Felix sözleşmeleri için yapılan çalışmalarda %180'den daha iyi sonuçlar elde edilmiştir.","Sözleşmeyi okuyan ve içerisindeki beklentileri çıkaran yapay zeka sistemleri tasarlanmıştır."]},"beginTime":3240,"endTime":3300,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3240&ask_summarization=1"},{"index":39,"title":"Görüntü Tanıma Çalışmaları","list":{"type":"unordered","items":["Görüntü tanıma alanında, görseller piksellere indirilerek RGB değerleri üzerinden algılanmaktadır.","Amerika'dan çok geride olduğumuz, saniyede 60 frame gelen video verilerini işlemek için yeterli sunucu ve video kartı bulunmamaktadır.","Sınırlı kaynaklarla bile, öğrenciler kendi odalarında adam sayma ve emotion detection gibi çalışmalar yapabilmektedir."]},"beginTime":3300,"endTime":3472,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3300&ask_summarization=1"},{"index":40,"title":"Duygu Tespiti ve Durum Tabanlı Mantık","list":{"type":"unordered","items":["Duygu tespiti sistemi, çalışanların yüz mimiklerinden mutsuz, mutlu veya depresyonda olup olmadığını tespit edebilmektedir.","Durum tabanlı mantık (case-based reasoning) insan öğrenmesine benzer şekilde, olaylardan ders çıkarmayı sağlar.","Bu yöntem mahkeme sonuçlarının incelenmesinde ve yüksek binalardaki öğrenme üzerine kullanılmıştır."]},"beginTime":3472,"endTime":3603,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3472&ask_summarization=1"},{"index":41,"title":"Mühendislik ve Mantık","list":{"type":"unordered","items":["Konuşmacı, mühendislikte bir mantıkla ilerlediğini ve bu mantıkla yaşadığımızı belirtiyor.","Araştırma yaparken bir'lerin ve sıfırların dışına çıkmanın önemli olduğunu vurguluyor.","2009 senesinde ilk makalesini çıkardığını ve bu çalışmayı yapmanın kendisi için olağanüstü keyifli olduğunu anlatıyor."]},"beginTime":3610,"endTime":3671,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3610&ask_summarization=1"},{"index":42,"title":"İş Sağlığı ve Güvenliği Çalışması","list":{"type":"unordered","items":["Kazaları engellemek için verileri iyi toplayıp kodlamak ve dokümente etmek gerektiğini belirtiyor.","Sistem, kazaları engelleyebilecek trendler çıkarıyor ve ölüm kazalarda yüzde yüz başarı elde edildiğini söylüyor.","Çalışmada Özbek işçilerin olduğu tüm kazaların bir şey olduğu, Türk işçilerde de farklı sonuçlar yakalandığı belirtiliyor."]},"beginTime":3671,"endTime":3750,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3671&ask_summarization=1"},{"index":43,"title":"Sistem ve Veri Analizi","list":{"type":"unordered","items":["Sistemde bir prediction engine ve yüzbinlerce veri bulunuyor.","Veriler geldikçe sonuçlar daha sağlıklı hale geliyor ve parasal anlamda karlı sonuçlar elde ediliyor.","Kazalarda ve kalitede farklı sonuçlar ortaya çıktığını, sebeplerin bir araya geldiği zaman belli şeyler olduğunu belirtiyor."]},"beginTime":3750,"endTime":3838,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3750&ask_summarization=1"},{"index":44,"title":"Kalite ve Maliyet Analizi","list":{"type":"unordered","items":["Uygunsuzluk raporları içerisinde kalite ile ilgili şeylerin bütçesel etkilerine bakmaya başladıklarını söylüyor.","Bu sistemleri capture edecek ve toplayacak sistemlerin olması gerektiğini vurguluyor.","Çalışan taşeronun, işçinin ve işin isimsel olarak takip edilebileceğini, kişisel verileri koruma kanunu etrafından geçilebileceğini belirtiyor."]},"beginTime":3838,"endTime":3911,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3838&ask_summarization=1"},{"index":45,"title":"Üretkenlik ve Sistem Modülleri","list":{"type":"unordered","items":["Üretkenlik konusunda çalıştıklarını, henüz makale üretemediklerini ancak teorinin hazır olduğunu söylüyor.","Şantiyelerde çalışan herkesin metreküp beton, alçıpan, boya badana gibi iş kalemlerinin insan saati değerlerini bildiğini belirtiyor.","Sistemde veri toplama, veri işleme ve analiz, aksiyon (preventitive teknik) modülleri bulunuyor."]},"beginTime":3911,"endTime":4055,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=3911&ask_summarization=1"},{"index":46,"title":"Sistem Kullanımı ve Türkiye'deki Durum","list":{"type":"unordered","items":["Amerika Birleşik Devletleri'nde ve Avrupa'da bu sistemlerin yıllardır kullanıldığını belirtiyor.","Türkiye'de 17 sene önce bile benzer sistemleri kullanan firma sayısının çok az olduğunu söylüyor.","Şirketin kendi içerisinde böyle bir sistem olması, seminerin başından beri bahsedilen şeylerin bir araya gelip çalışması anlamında çok kıymetli olduğunu vurguluyor."]},"beginTime":4055,"endTime":4113,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4055&ask_summarization=1"},{"index":47,"title":"Yapay Zeka ve İnşaat Mühendisliği","list":{"type":"unordered","items":["Konuşmacı, inşaat mühendisliği alanında yapay zeka tabanlı bir proje yönetim sistemi oluşturmayı hayal ediyor.","Yapay zeka algoritmalarını çözdüğünü ve makalelerini bastırdığını belirtiyor.","Yapay zeka alanında yapılan çalışmaların rekabet yarattığını ve bu rekabetin Türkiye'nin akademik ilerlemesine katkı sağladığını vurguluyor."]},"beginTime":4121,"endTime":4215,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4121&ask_summarization=1"},{"index":48,"title":"İnşaat Mühendisliğinin Önemi","list":{"type":"unordered","items":["Konuşmacı inşaat mühendisliğini çok sevdiğini ve bu mesleğin dünyadaki en büyük gururlarından biri olduğunu ifade ediyor.","Köprü, bina, yol, baraj ve nükleer santral gibi yapıların düzgün tasarlanıp inşa edilmesi için iyi mühendislere ihtiyaç duyulduğunu belirtiyor.","Veri bilimi, kodlama, istatistik ve inşaat sektöründe yeni teknolojilerin adapte olması gerektiğini vurguluyor."]},"beginTime":4215,"endTime":4347,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4215&ask_summarization=1"},{"index":49,"title":"Soru-Cevap","list":{"type":"unordered","items":["İş kazalarını tahmin edip haber veren sistemlerin Amerika'da hemen hemen her şantiyede kullanıldığını, ancak Türkiye'de henüz yaygın olmadığını belirtiyor.","Görüntü işleme sistemi hakkında araştırma yapmak için Illinois Üniversitesi'ndeki Mani Hoca'nın çalışmalarını ve YouTube'daki kaynakları öneriyor.","Başlangıç seviyesi için Python dilini öğrenmelerini tavsiye ediyor."]},"beginTime":4347,"endTime":4514,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4347&ask_summarization=1"},{"index":50,"title":"Yapay Zeka ve İnşaat Süreci","list":{"type":"unordered","items":["Şantiye alanında inşaat sürecinin analizi için kullanılan yapay zeka sistemlerinin çoğunun elektrik veya bilgisayar mühendisleri tarafından yazıldığını belirtiyor.","Fotometre ve game engine'lerin inşaat analizinde önemli bir yere geldiğini vurguluyor.","Yapay zeka alanında Türkiye'nin dünyada sıfır virgül elli seviyesinde olduğunu, geriye kalan doksan dokuz buçukluk bir dünya olduğunu ifade ediyor."]},"beginTime":4514,"endTime":4655,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4514&ask_summarization=1"},{"index":51,"title":"Mevzuat ve Yapay Zeka İlişkisi","list":{"type":"unordered","items":["Amerika'da mevzuatlar ve kanunlar tasarımlara uymuyor gibi bir uyumsuzluk yoktur, mevzuatlar tasarımdan oyun olmalıdır.","Türkiye'deki mevzuatlar ve kurallar yavaş yavaş doğru yere doğru gitmeye başlamıştır, özellikle ulaştırma ve çevre bakanlıklarının yapı bilgi modellemesi çalışmaları akademisyenleri yönlendirmektedir.","Generative design gibi yapay zeka kullanılarak yapılan tasarım çalışmalarında başarılı örnekler bulunmaktadır."]},"beginTime":4662,"endTime":4766,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4662&ask_summarization=1"},{"index":52,"title":"İnşaat Sektörünün Durumu","list":{"type":"unordered","items":["Türkiye'de inşaat sektörü kötü bir hale gelmiş, inşaat mühendisi mesleği kötü bir meslek olarak görülmeye başlamıştır.","İnşaat mühendisleri mesleğini daha iyi savunamamışlardır, ancak önlerinde açık alanlar ve yapabilecekleri çok şey bulunmaktadır.","Python öğrenmek için Udemy gibi platformlarda ücretsiz eğitimler bulunmaktadır."]},"beginTime":4766,"endTime":4863,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4766&ask_summarization=1"},{"index":53,"title":"Risk Yönetimi ve Yapay Zeka","list":{"type":"unordered","items":["Risk yönetimi çok komple bir konudur ve yapay zeka bazlı bir risk yönetime doğru hızla gitmektedir.","Türkiye'de risk yönetimi konusunda büyük firmalarda üst seviye risk yöneticileri bulunmakta ve şantiyeden holdinge kadar tüm risklerin toplandığı sistemler tasarlanmaktadır.","Veri toplama anlamında ciddi kırışıklık ve sistematik eksiklikler bulunmaktadır."]},"beginTime":4863,"endTime":4956,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4863&ask_summarization=1"},{"index":54,"title":"Veri Toplama ve Veritabanı Sorunları","list":{"type":"unordered","items":["Devlet kurumlarında farklı sektörlerde farklı veritabanları kullanılmakta ve bunları birleştirme aşamasına gelinmektedir.","Veritabanları genellikle yurtdışı bazlı olup, lisans sorunları ve stratejik tehlikeler getirmektedir.","Açık kaynaklı veritabanları da sürdürebilmesi kısmında sıkıntılar yaratmaktadır."]},"beginTime":4956,"endTime":5117,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=4956&ask_summarization=1"},{"index":55,"title":"Siber Güvenlik ve Yeni Sorunlar","list":{"type":"unordered","items":["İnşaat sektöründe siber güvenlik en önemli konulardan biridir.","Ukrayna'da devlet dairelerine saldırılar yaşanmış, kritik altyapı veritabanlarının saldırı sırasında nasıl başa çıkacağı sorunu ortaya çıkmıştır.","Bu yeni sorunlarla karşılaşmak için standart ve yalın sistemlerin ortaya çıkması gerekmektedir."]},"beginTime":5117,"endTime":5153,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5117&ask_summarization=1"},{"index":56,"title":"ERP Sistemleri Hakkında Bilgi","list":{"type":"unordered","items":["ERP (Enterprise Resource Planning) sistemleri, insan kaynakları, satın alma ve diğer tüm sistemleri bir araya getiren büyük firmalarda olmazsa olmaz sistemlerdir.","Sistemlerin doğru uygulanması için, sistemin içinden gelmeyen ve kullanıcılar tarafından test edilmeyen hiçbir sistemin kullanılmaması gerekir.","ERP sistemleri şirketin beyni konumunda olup, doğru stratejiyle ve şirketin ihtiyaçlarına göre custom taylor olması gerekmektedir."]},"beginTime":5160,"endTime":5289,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5160&ask_summarization=1"},{"index":57,"title":"ERP Sistemlerinin Doğru Kullanımı","list":{"type":"unordered","items":["Her firma için özel ERP sistemleri geliştirilmeli, hazır sistemler yerine şirketin ihtiyaçlarına uygun sistemler tercih edilmelidir.","ERP sistemleri olmadan şirketin büyümesi ve belli bir seviyeyi aşması çok zordur.","Doğru sistemlerin getirilmesi ve kullanılması, şirketin büyümesi için kritik öneme sahiptir."]},"beginTime":5289,"endTime":5381,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5289&ask_summarization=1"},{"index":58,"title":"BIM Mühendisliği ve Uygulamaları","list":{"type":"unordered","items":["BIM (Building Information Modeling) mühendisliği, üst konut projelerinde zorunlu hale gelmiş olup, ulaştırma projelerinde de uygulanabilir.","Ulaştırma ve Altyapı Bakanlığı'nın çıkardığı BIM şartnamesinin arkasındaki akademisyen konuşmacıdır.","Çevre ve Şehircilik Bakanlığı'nın okullara gönderdiği mektupla tüm üniversitelere BIM eğitimi verilmesi gerektiği belirlenmiştir."]},"beginTime":5381,"endTime":5487,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5381&ask_summarization=1"},{"index":59,"title":"BIM Eğitimi Durumu","list":{"type":"unordered","items":["ODTÜ'de profesyonel anlamda BIM eğitimi verilmemekte, ancak İstanbul Teknik Üniversitesi, Boğaziçi Üniversitesi, Yıldız Teknik Üniversitesi ve Mimar Sinan Üniversitesi'nde BIM eğitimi verilmektedir.","Karadeniz Teknik Üniversitesi'nde altyapı BIM üzerine açılan program bir dersten sonra durmuştur.","Özel firmalar da BIM eğitimleri vermektedir, ancak bu eğitimler yeterli değildir."]},"beginTime":5487,"endTime":5610,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5487&ask_summarization=1"},{"index":60,"title":"İnşaat Mühendisliği Eğitiminin Geleceği","list":{"type":"unordered","items":["İnşaat mühendisliği müfredatı teknolojinin arkasında kalmış olup, yeni çağa uygun bir program uygulanması gerekmektedir.","İnşaat mühendisliği eğitiminin dört yıldan beş yıla çıkarılması veya bir yıla indirilmesi gibi değişiklikler düşünülebilir.","Veri bilimi ve kodlama gibi konular da eklenerek, sadece inşaat mühendisi değil, inşaat yüksek mühendisini paket içinde çıkarabilen bölümler ortaya çıkarılabilir."]},"beginTime":5610,"endTime":5671,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5610&ask_summarization=1"},{"index":61,"title":"Yapay Zeka Kaynakları ve Uygulamaları","list":{"type":"unordered","items":["Konuşmacı, Google Akademi üzerinden duvar algılayan ve inşaata adapte edilen yazılmış kaynaklara ulaşabileceğini belirtiyor.","Tokdemir Meteor TR'den makalelerden link gönderilebileceğini ve YouTube'da İngilizce seminerlerin bulunduğunu söylüyor.","Yapay zeka algoritmaları, duvarın sadece gördüğü kısmından bile binanın ilerlemesini algılayabilecek hale gelmiş."]},"beginTime":5680,"endTime":5756,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5680&ask_summarization=1"},{"index":62,"title":"Yapay Zeka Uygulamalarının Zorlukları","list":{"type":"unordered","items":["Yapay zeka uygulamalarında dataları işleyecek bilgisayar altyapısının yetersiz olduğu belirtiliyor.","Bir binanın altmış kamera ve dört robottan gelen resimleri bir araya getirip işleyip modelle karşılaştırma yapmak için gerekli ekip ve altyapı bulunmuyor.","Drone teknolojisinden gelen büyük miktarda bilgiyi akıllaştırmak ve otomatik olarak sanat yapılarını algılamak için gerekli sistemlerin henüz olmadığı vurgulanıyor."]},"beginTime":5756,"endTime":5843,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5756&ask_summarization=1"},{"index":63,"title":"Yapay Zeka Kodları ve MATLAB","list":{"type":"unordered","items":["Konuşmacı, kullandıkları makalelerin açık kaynak olduğunu ancak bazı kodların kendilerine ait olduğunu belirtiyor.","MATLAB'ın muhteşem bir program olduğu ve ODTÜ'nün öğrencilerine bedava verildiği söyleniyor.","MATLAB'da image processing yapılabileceği ancak bazı değişiklikleri yapabilmek için kodlama bilgisine sahip olunması gerektiği vurgulanıyor."]},"beginTime":5843,"endTime":5950,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5843&ask_summarization=1"},{"index":64,"title":"Yenilenebilir Enerji Santralleri","list":{"type":"unordered","items":["Konuşmacıya yenilenebilir enerji santralleri yapımında yapay zeka uygulamalarının uygulanabilirliği soruluyor."]},"beginTime":5950,"endTime":5950,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5950&ask_summarization=1"},{"index":65,"title":"Türkiye'deki Güneş Enerjisi Santralleri","list":{"type":"unordered","items":["Türkiye'de büyük bir firma Ankara'da büyük bir PV panel fabrikası kurmuş ve Türkiye'nin en büyük güneş santralini yapıyor.","Türkiye'de yerli üretimle güneş enerjisi santralleri kuruluyor, bu da elektrik fiyatlarının yükseldiği dönemde önemli bir avantaj.","Petrol ve doğalgaz fiyatları artmakta, dışa bağımlılığı kesmenin en kolay yolları nükleer enerji, barajlar, güneş enerjisi ve sürdürülebilir enerji kaynakları."]},"beginTime":5961,"endTime":6085,"href":"/video/preview/5869126698010128266?parent-reqid=1769415750001439-8505190823376343720-balancer-l7leveler-kubr-yp-vla-79-BAL&text=Project+Imo&t=5961&ask_summarization=1"},{"index":66,"title":"Nükleer Santraller ve Enerji Stratejisi","list":{"type":"unordered","items":["İncirlik ve Silifke'deki nükleer santraller stratejik anlamda çok önemli, Türkiye daha önce hiç nükleer santral yapmamıştı.","Devletin Ruslarla yaptığı ortaklık sayesinde birçok Türk mühendis ve müteahhit bu alanda öğreniyor.","Düzgün bir şekilde yapılan nükleer santraller dışa bağımlılığı azaltmada önemli rol 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to use IMO on your computer for easier chatting and video calling? 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