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Veri Bilimi İlişkisi","list":{"type":"unordered","items":["Veri bilimine yönelmek için matematik bilgisi çok önemli, ancak Türkiye'deki matematik eğitiminin ezberci bir sistem olduğu ve gerçek matematikin düşünme sistemi olduğu belirtiliyor.","Matematik aslında düşünme sürecimizin dilidir ve matematiği beceremeyen bir insanın yapay zeka alanında çalışması mümkün değil.","Sınavlardan not almak ve ezberlemek yerine, matematiği pratik bir beceri olarak öğrenme süreciyle ilgili düşünmek gerekiyor."]},"beginTime":1071,"endTime":1206,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1071&ask_summarization=1"},{"index":9,"title":"Yapay Zeka ve İstatistik İlişkisi","list":{"type":"unordered","items":["Teorik ve akademik bakış açısından istatistikle yapay zekanın kesişimi yoktur, iki ayrı disiplindir.","Yapay zeka insan temelli bir bilim iken, istatistik doğayla ilgilidir ve bilinmezlik olması için gerekli bir disiplindir.","Data science'de ise istatistik ve yapay zeka iç içe kullanılır, makine öğrenmesi ile istatistik birbirine denk tutulabilir, ancak iki farklı dünyadır."]},"beginTime":1206,"endTime":1329,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1206&ask_summarization=1"},{"index":10,"title":"Derin Öğrenme ve Yapay Zeka","list":{"type":"unordered","items":["Derin öğrenme kavramı yapay sinir ağlarından gelir ve katman ve nöron sayısının arttırılmış yapay sinir ağları olarak tanımlanabilir.","Derin öğrenme, sinirbilim ve makine öğrenmesinin kesişiminde yer alır; sinir hücreleri, sinapsisler ve nöronlar makine öğrenmesi problemlerini çözme yöntemlerini bize öğretmiştir.","Derin öğrenme, yapay sinir ağlarıyla çoğu makine öğrenme problemini çözebilecek bir platform hazırlar ve 2010'lardan sonra özellikle 2014'teki yarışmalardaki başarılarla gelişmiştir."]},"beginTime":1337,"endTime":1431,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1337&ask_summarization=1"},{"index":11,"title":"Yapay Zeka Alanında Girişim Planı","list":{"type":"unordered","items":["Ülkelerin problemi olmaması girişimcilere engel olmaz; dünyada problemsiz bir yer yoktur, sadece problem öncelikleri ve kriz seviyesi değişmektedir.","Eğitim sistemi, hukuk sistemi ve vergi sistemi gibi altyapılar girişimcilere etki eder, ancak günümüzde dünyanın her yerinde yaşarken başka bir yerde şirket kurma imkanı vardır.","Girişimcilik, bir sürü problemle uğraşmayı kabul etmeyi gerektirir; motivasyon, azim ve risk algısı varsa, girişimci her yerde başarılı olabilir."]},"beginTime":1431,"endTime":1614,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1431&ask_summarization=1"},{"index":12,"title":"Yapay Zekaya Başlangıç","list":{"type":"unordered","items":["Yapay zeka teorik bir çalışma alanıdır ve tam olarak computer science (bilgisayar bilimleri) altındaki bir konudur.","Bilgisayar mühendisliği Türkiye'de geçerken, aslında hem computer science hem computer engineering eğitimi verilmektedir; ancak bunlar farklı disiplinlerdir.","Computer engineering donanım ağırlıklı bir eğitimdir, ancak computer science algoritmalarla ilgilenir ve bilgisayara çok fazla ihtiyaç duymaz."]},"beginTime":1614,"endTime":1704,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1614&ask_summarization=1"},{"index":13,"title":"Yapay Zekaya Başlangıç Yolları","list":{"type":"unordered","items":["Yapay zeka, insanın nasıl düşünür ve bu düşünceyi bilgisayarlara nasıl aktarabiliriz sorusunu ele alır ve insan zekası dışından bakabilme ihtimali sunar.","Yapay zekaya iyi bir başlangıç, iyi bir computer science eğitimi ile olur ve Türkiye'de hoca kadrolarına bakarak bilgisayar bilimleri konusunda çalışan hocaların ağırlığı olan bölümleri seçmek önemlidir.","Yapay zeka teorik bir eğitimdir ve lisans seviyesinde iyi bir yapay zeka dersi ve bunu besleyecek diğer bilgisayar bilimleri derslerini almaktır."]},"beginTime":1704,"endTime":1782,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1704&ask_summarization=1"},{"index":14,"title":"Yapay Zeka Eğitimi Tavsiyeleri","list":{"type":"unordered","items":["Mekatronik mühendisliği okuyan biri yapay zeka alanında kendini geliştirmek istiyorsa, çift anadal yapabilir veya bölüm değiştirebilir.","Yapay zeka eğitimi için önce veri yapıları, algoritma analizi, otomat teorisi gibi temel dersleri tamamlamak gerekir.","Bilgi aktarımı sadece izleyip öğrenmekten ibaret değil, bu bilgileri uygulayabilmek, proje yapabilmek ve çevreyle etkileşime girmek önemlidir."]},"beginTime":1790,"endTime":1963,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1790&ask_summarization=1"},{"index":15,"title":"Gömülü Sistemler Hakkında","list":{"type":"unordered","items":["Gömülü sistemler (gömülü yazılım), donanım ve yazılım arasında kalan, computer engineering'in altındaki bir kavramdır.","Son yıllarda gömülü sistemlerde soyutlama katmanları (abstraction layer) oluşturulmuş, böylece yazılımcılar donanım bilgisine çok bağlı olmadan kod yazabilmektedir.","Gömülü sistemlerde merkezi ve yerel teknoloji ayrımı vardır; bazı problemler merkezden çözülebilirken, bazıları yerel olarak çözülmelidir."]},"beginTime":1963,"endTime":2141,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=1963&ask_summarization=1"},{"index":16,"title":"Gömülü Sistemlerin Geleceği","list":{"type":"unordered","items":["Türkiye için gömülü sistemlerde yerel çözülecek birçok problem vardır, özellikle endüstri 4.0'da üretim makinelerinde sensör verileri ile ilgili çözümler gerekmektedir.","Sensör verilerinin toplanması ve işlenmesi için uçta işleme (edge computing) teknolojileri geliştirilmektedir.","Gömülü sistemler alanında hem yerel hem de merkezi teknoloji çözümleri geliştirilebilir, bu konuda kişinin hedeflediği alan ve yetenekleri önemlidir."]},"beginTime":2141,"endTime":2263,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2141&ask_summarization=1"},{"index":17,"title":"Mobil Programlama Tavsiyeleri","list":{"type":"unordered","items":["Mobil programlama alanında önce konseptleri, teknolojileri ve platformları öğrenmek gerekir.","Diller, mobil programlamada araç olarak kullanılır; örneğin iOS için Swift, Android için Java gibi.","Platforma özel teknolojilere uzmanlaşmak önemlidir, ancak platformlar arası teknolojiler (React, Xamarin gibi) de avantajlar sunabilir."]},"beginTime":2263,"endTime":2321,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2263&ask_summarization=1"},{"index":18,"title":"Mobil Programlama Kariyeri İçin Dil Seçimi","list":{"type":"unordered","items":["Mobil programlama kariyeri hedefleyenler, mobil programlama dünyasının kavramlarını, işleri ve proje yönetim şekillerini öğrenmelidir.","Programlama dilini seçerken, çevrenizde ve çalışma ortamınızda kullanılan teknolojiye odaklanmak önemlidir.","Üniversitede anlatılan bir dil öğrenmek avantajlıdır çünkü sorunlarla karşılaşıldığında yardım almak mümkün olur."]},"beginTime":2324,"endTime":2415,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2324&ask_summarization=1"},{"index":19,"title":"Yüksek Lisansın Avantajları","list":{"type":"unordered","items":["Yüksek lisans yapmanın avantajı, hangi alanda yüksek lisans yapacağınız ve ne yapacağınız bağlıdır.","Günümüzde üniversite mezunu olmak kolaylaşmıştır, ancak eğitim enflasyonu nedeniyle diploma değeri azalmıştır.","Mobil programlama gibi bir alanda başarı elde edildiyse (örneğin bir milyon indirme yapan bir uygulama), yüksek lisansa gerek kalmaz."]},"beginTime":2415,"endTime":2501,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2415&ask_summarization=1"},{"index":20,"title":"Yüksek Lisansın Doğru Kullanımı","list":{"type":"unordered","items":["Yüksek lisans, bir konunun arkasındaki nedenleri ve felsefeyi anlamak isteyenler için değerlidir.","Lisansta başarı elde edilmiş ve iş bulabiliyorsanız, yüksek lisans ayırt edici bir özellik olarak kullanmanıza gerek yoktur.","Yurtdışına gitmek isteyenler için yüksek lisans, çalışma izni ve akredite bir üniversiteden mezun olma avantajları sunar."]},"beginTime":2501,"endTime":2614,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2501&ask_summarization=1"},{"index":21,"title":"Yüksek Lisans İçin Öneriler","list":{"type":"unordered","items":["İş dünyası için yüksek lisans yapmayı düşünenler, lisanstaki durumlarını değerlendirmelidir.","Akademik hayat düşünüyorsanız veya konuların arkasına gitmek istiyorsanız yüksek lisans yapabilirsiniz.","Video, birinci sınıf öğrencilerine yönelik tavsiyeler vermek üzere devam etmiştir."]},"beginTime":2614,"endTime":2650,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2614&ask_summarization=1"},{"index":22,"title":"Üniversite Hayatında Başarı İçin Tavsiyeler","list":{"type":"unordered","items":["Üniversitede ders programı genellikle fikstir ve seçmeli dersler azdır, bu dersler kredisi yüksek ve puanı etkileyen temel bilgiler içerir.","Birinci sınıfta not ortalamasını iyi tutmak önemlidir çünkü eksik notlar mezun olana kadar sorun olabilir.","Sosyalleşme ve çevrenizi geliştirmek, sadece bilgi almak için değil, oturuşunuzu, konuşmanızı ve kültürenizi etkileyen bir süreçtir."]},"beginTime":2652,"endTime":2754,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2652&ask_summarization=1"},{"index":23,"title":"Üniversite Hayatında Uzun Vadeli Yatırımlar","list":{"type":"unordered","items":["İngilizce dil hazırlığı yapmak ve yurtdışı imkanları değerlendirmek (Erasmus gibi) önemli bir yatırımdır.","Bilgisayar mühendisliği için zor alınan sertifikalar ve kurslar, iş bulma ve kariyer için değerlidir.","Akademik ilerlemek isteyenler için hocalarla iyi ilişkiler kurmak, projelere dahil olmak ve TÜBİTAK bursları araştırmak faydalıdır."]},"beginTime":2754,"endTime":2873,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2754&ask_summarization=1"},{"index":24,"title":"İş Hayatında Proje Yönetimi Yöntemleri","list":{"type":"unordered","items":["Scrum metodolojisi ve ECE (Extreme Programming) günümüzde yazılım proje yönetiminde yaygın olarak kullanılmaktadır.","Waterfall (şelale modeli) proje yönetim tekniği, analiz, tasarım, kodlama ve test adımlarından oluşan döngüsel bir yöntemdir.","Scrum ve ECE gibi metodolojiler, yazılım dünyasının ihtiyaçlarına göre geliştirilmiş ve kariyer açısından bilinmesi önemli olan teknolojilerdir."]},"beginTime":2873,"endTime":2989,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2873&ask_summarization=1"},{"index":25,"title":"YouTube Kanalı Kurma Motivasyonu","list":{"type":"unordered","items":["Konuşmacı, insanları anlamaya çalışarak bir şekilde insanlığa faydalı olmak istemiş ve bu niyetle 2007'de \"Bilgisayar Kavramları\" adlı web sitesini kurmuştur.","O dönemde Türkçe kaynaklar az olduğu için, bilgisayar konularında Türkçe içerik oluşturmak istemiştir.","2012'de YouTube'a geçerek video içerikleri üretmeye başlamış ve 2017'e kadar farklı konularda video çekmiştir."]},"beginTime":2989,"endTime":3097,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=2989&ask_summarization=1"},{"index":26,"title":"Günümüzdeki Çalışma Alanı","list":{"type":"unordered","items":["Konuşmacının şu anki odak noktası Türkiye'deki KOBİ'ler (küçük ve orta boy işletmeler) için yapay zeka gibi gelişmiş teknolojileri demokratik hale getirmektir.","KOBİ'lerin yapay zeka gibi ileri teknolojilere erişim imkanları neredeyse sıfırdır, bu nedenle bu teknolojileri daha kolay anlayabilecek şekilde otomatize etmeyi hedeflemektedir.","Makine öğrenmesi ve yapay zeka konularında açıklanabilir ve herkesin erişebileceği bir bilgi haline getirmeyi amaçlamaktadır."]},"beginTime":3097,"endTime":3167,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3097&ask_summarization=1"},{"index":27,"title":"Gölen ve Teknoloji Tercihi","list":{"type":"unordered","items":["Az bilinen teknolojilerde az kullanım ve az iş ilanı vardır, ancak rekabet daha az olduğu için hızlıca sıyrılabilirsiniz.","Çok bilinen ana akım teknolojilerde daha fazla imkan, alternatif ve iş ilanı bulunur.","Dünyada bir kanaat lideri olmak için, az bilinen veya çok bilinen bir teknoloji öğrenmenin şansı aynıdır."]},"beginTime":3171,"endTime":3259,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3171&ask_summarization=1"},{"index":28,"title":"Teknoloji Seçiminde Dikkat Edilmesi Gerekenler","list":{"type":"unordered","items":["Vakum doğada olmaz, bir yerde boşluk varsa hemen başka yerlerden doldurulur.","Az bilinen teknolojileri öğrenerek geçen bir dil veya teknolojiye ilgi gösterenler bulunur, ancak bu ihtiyaç kapatıldığında ikinci kişiye yer olmayabilir.","Önemli olan, teknolojiye ne kadar iyi olacağınız, ne kadar emek sarf edeceğiniz ve ne kadar istekli olduğunuzdur."]},"beginTime":3259,"endTime":3327,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3259&ask_summarization=1"},{"index":29,"title":"Apple'ın Batma ihtimali ve Kariyer","list":{"type":"unordered","items":["Bir şirketin batması durumunda, kariyer bir şirket satın almamak anlamına gelir.","Yeni bir teknoloji çıktığında, genellikle önceki teknolojide işi ilerletmiş, kavramlara hakim ve bağlantıları olan kişiler onu öğrenir.","Öğrendiğiniz her teknoloji bir seviye altında kavramları içerir, bu kavramları öğrenmek daha kritiktir."]},"beginTime":3327,"endTime":3444,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3327&ask_summarization=1"},{"index":30,"title":"Bilgisayar Mühendisliği ve Yönetim Bilişim Sistemleri","list":{"type":"unordered","items":["Bilgisayar mühendisliğinde ilk iki sınıfta temel meslek dersleri, üçüncü sınıftan itibaren bölüm dersleri ağırlığa geçer.","Yönetim bilişim sistemleri, mühendislik ve işletme disiplinlerinin ortasında yer alır.","Yönetim bilişim sistemlerinde yazılım ve bilişimle ilgili kısmı sektörün önünde takip edilmeli, işletme tarafı ise sektörü takip ederek götürülmelidir."]},"beginTime":3444,"endTime":3588,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3444&ask_summarization=1"},{"index":31,"title":"Sektör Deneyimi","list":{"type":"unordered","items":["Yönetim bilişim sistemleri öğrencilerine tavsiye edilen, bir an önce sektörde bir yer bulup çalışmaktır.","İş dünyasında, bir şirkette işlerin nasıl döndüğünü anlamadan yönetim bilişim sistemlerinde başarılı olmak zordur.","Pratik bilgi gerektiren bir disiplin olan yönetim bilişim sistemlerinde, teorik bilgiye ek olarak sektör deneyimi önemlidir."]},"beginTime":3588,"endTime":3653,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3588&ask_summarization=1"},{"index":32,"title":"İş Hayatına Giriş ve Gerekli Beceriler","list":{"type":"unordered","items":["Konuşmacı, gençlerin erken sahaya çıkarak ERP ve ARPA gibi teknolojileri ve digital marketing gibi pazarlama konularını öğrenmeleri gerektiğini vurguluyor.","İş hayatına giriş için öncelikle ilgi duyulan bir alanda kendini geliştirmek ve teknolojik becerileri kazanmak önemlidir.","İş dünyasında bilgiyle para kazanmanın üç temel kriteri vardır: bilmek, öğrenmek ve öğrendiklerini hızlı uygulayabilmek."]},"beginTime":3659,"endTime":3697,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3659&ask_summarization=1"},{"index":33,"title":"İşe Alım Kriterleri","list":{"type":"unordered","items":["OPT bünyesinde genellikle beş yıl deneyimi olan daha tecrübeli kişiler tercih edilmektedir.","Sektörde zaman kritik önem taşır; aynı projeyi daha kısa sürede tamamlayabilen kişiler daha yüksek maaş alabilmektedir.","Konuşmacı, başvuranlara mail atarak ve etkinliğin referansıyla başvururlarsa öncelik vermeyi teklif ediyor."]},"beginTime":3697,"endTime":3799,"href":"/video/preview/17884422886430695135?parent-reqid=1765272838086968-5510693573655159492-balancer-l7leveler-kubr-yp-sas-145-BAL&text=IEU+CompTech&t=3697&ask_summarization=1"},{"index":34,"title":"Yapay Zeka ve Kullanılan 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