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Şirketin 2014'ten beri faaliyet gösterdiği ve dört kişilik ekiple başladığı, süpermarket ortamındaki görsel problemleri çözmeye yönelik geliştirdiği sistem ve bu sistemin geliştirme süreci de detaylı olarak anlatılıyor."]},"endTime":3344,"title":"Vispera Kurucu Ortağı Ceyhun Akgül ile Röportaj","beginTime":0}],"fullResult":[{"index":0,"title":"Vispera'nın Tanıtımı","list":{"type":"unordered","items":["Vispera, beş sene önce kurulan resim tanıma teknolojisi geliştiren bir firmadır.","Vispera'nın temel hizmeti resimleri veriye dönüştürmek ve bu teknolojiyi perakende firmaları ve üretici-distribütörlerine sunmaktır.","Vispera'nın müşterileri arasında Migros, Carrefour gibi perakende firmaları ve Innever, Coca-Cola gibi üretici-distribütörler bulunmaktadır."]},"beginTime":14,"endTime":67,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=14&ask_summarization=1"},{"index":1,"title":"Mükemmel 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çözümü bu süreci otomatikleştirerek zaman ve maliyet tasarrufu sağlar.","Türkiye'de 300-350 bin perakende satış noktası bulunmakta olup, tüm bu noktaları manuel kontrol etmek inanılmaz maliyetlere yol açar."]},"beginTime":151,"endTime":278,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=151&ask_summarization=1"},{"index":3,"title":"Vispera'nın Çalışma Prensibi","list":{"type":"unordered","items":["Vispera, mağaza çalışanları, saha elemanları veya üçüncü parti firmaların çalışanları tarafından çekilen fotoğrafları otomatik olarak işleyerek ürün miktarlarını, yerlerini ve planogram uyumluluğunu analiz eder.","Her müşterinin kendine has skor kartları ( değerlendirme sistemleri) vardır ve Vispera bu sistemlere göre özelleştirilmiş raporlar sunar.","Skor kartları, ürün bulunurluğu, planogram uyumluluğu, teşhir sayıları ve promosyon materyallerinin doğru kullanımını değerlendiren kriterleri içerir."]},"beginTime":278,"endTime":393,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=278&ask_summarization=1"},{"index":4,"title":"Vispera'nın Müşterilerine Sağladığı Faydalar","list":{"type":"unordered","items":["Vispera'nın temel değeri, ürün bulunurluğunun ideal seviyeye getirilmesi ve satış kayıplarının azaltılmasıdır.","Dünyada ürün bulunurluğundan kaynaklanan yıllık ciro kaybı 600 milyar dolar olarak ölçülmektedir.","Vispera, ürünlerin doğru sergilendiği ve planogram uyumluluğunun sağlandığı durumlarda ciroya doğrudan katkı sağlar."]},"beginTime":393,"endTime":556,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=393&ask_summarization=1"},{"index":5,"title":"Vispera'nın Geleceği","list":{"type":"unordered","items":["Vispera, mobil uygulama çözümünü sabit kameralı versiyona çevirmek için çalışmaktadır.","Mevcut mağaza kameraları güvenlik amaçlı olduğu için çözümünüze uygun değildir, rafa doğrudan bakan özel kameralara ihtiyaç vardır.","Bu yıl \"O Şahsa\" adlı sabit kamera çözümü geliştirilecek ve Türkiye ve dünya genelinde 5-6 yerde deneme yapılacak."]},"beginTime":556,"endTime":593,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=556&ask_summarization=1"},{"index":6,"title":"Kamera Kullanımı ve Avantajları","list":{"type":"unordered","items":["Sabit bir kamera kurulduğunda hem zamanlanmış hem de ihtiyaç duyulduğunda ölçüm alınabilir.","Kamera kullanılarak stok durumları izlenebilir ve stok düşüşü durumunda hemen personel bilgilendirilebilir.","Sabit kamera kurulumu bir yatırım gerektirir ve market ortamında doğru açıyla yerleştirilmesi, bakım gerektirmesi gibi zorluklarla karşılaşılmaktadır."]},"beginTime":607,"endTime":698,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=607&ask_summarization=1"},{"index":7,"title":"Vispera'nın Geçmişi ve Vistek Deneyimi","list":{"type":"unordered","items":["Vispera ekibi uzun yıllardır image processing üzerine çalışmaktadır ve Vistek zamanında üretim bantlarında özel çözümler geliştirmiştir.","Aflatoksinli incirleri tespit eden bir sistem geliştirilmiştir; incirler floresans ışığı altında mavi-yeşil görünür ve üfleyerek ayrılır.","Zeytin makinesi de renklerine göre (yeşil, siyah, hafif kırmızımtırak) zeytinleri ayırabilmektedir."]},"beginTime":698,"endTime":857,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=698&ask_summarization=1"},{"index":8,"title":"Diğer Endüstriyel Çözümler","list":{"type":"unordered","items":["Cam bardak kalite kontrol sistemi, saniyede üç bardak üzerinde 250 farklı hata türünü tespit edebilmektedir.","Vistek'te farklı nitelikte, farklı sektörde farklı problemi çözmeye çalışan çok başarılı projeler geliştirilmiştir.","Vistek'teki deneyim, endüstri için A.R.G. nasıl yapılacağını ve teknolojiyi kullanarak endüstri için nasıl ürün geliştirilmesi gerektiğini öğretmiştir."]},"beginTime":857,"endTime":996,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=857&ask_summarization=1"},{"index":9,"title":"Vispera'nın Güncel Durumu","list":{"type":"unordered","items":["Vispera şu anda tamamen perakendeye yönelmiştir.","Vispera'da toplam 41 kişi bulunmaktadır, ürün tarafında (core'da) 12 kişi, proje ve iş geliştirme ekibi dahil 18 kişi ürüne doğrudan katkı sağlamaktadır.","Yapay zeka sistemlerinde \"learning by example\" (örnek üzerinden öğrenme) paradigması kullanılmaktadır, bu da insan bebeğinin nasıl öğrenmesine benzer bir süreçtir."]},"beginTime":996,"endTime":1092,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=996&ask_summarization=1"},{"index":10,"title":"Operatör Rolü","list":{"type":"unordered","items":["Yapay zeka sistemlerinde etiketleme süreci önemlidir ve verilerin önce antate edilmesi gerekir.","Raf resimlerindeki ürünlerin bulunması ve hangi görsellerin hangi ürüne ait olduğunun eşit işaretlenmesi için operatörler kullanılmaktadır.","Bu operatörlerin işi \"ürün sahibi ve doğrulama operatörü\" olarak adlandırılmış, kısaltılmış haliyle \"uslu\" olarak bilinmektedir."]},"beginTime":1092,"endTime":1138,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1092&ask_summarization=1"},{"index":11,"title":"Vispera'nın Organizasyonel Yapısı","list":{"type":"unordered","items":["Vispera'nın organizasyonel yapısı veri toplama, işlemek ve sunma şeklinde üç bölüme ayrılmıştır.","Şirkette WM Mobile ekibi mobil uygulamaları ve web raporlamalarını geliştirirken, sistem hem on-prem hem de cloud'da çalışmaktadır.","Cloud'da işleme maliyetli olduğu için hala on-prem altyapısı kullanılmakta, ancak yavaş yavaş cloud'a doğru gidilecek."]},"beginTime":1148,"endTime":1217,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1148&ask_summarization=1"},{"index":12,"title":"Ekip Yapısı ve Görevler","list":{"type":"unordered","items":["Sistem ekibi instraction sistemlerini geliştirirken, UI'ları ve kendilerine özel backend'leri geliştirirler.","Algoritmix grubu tanıma algoritmalarını geliştirip core modül haline getirirken, Systems ekibi bu algoritmaları business logic içerisinde değerlendirir.","Mobile ekibi verileri sunan uygulamaları geliştirir ve geçen sene başlattıkları product management ekibi iki kişiden oluşmaktadır."]},"beginTime":1217,"endTime":1292,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1217&ask_summarization=1"},{"index":13,"title":"Müşteri Süreci ve Geliştirme Süreci","list":{"type":"unordered","items":["Müşteri geldiği zaman önce bir demo gösterilir, müşteri requirement'ları verir ve bu requirement'lar product ekibine iletilir.","Product ekibi requirement'ları değerlendirip, standart olanları ve özelleştirme gerektirenleri ayırır ve geliştirme sürecine başlar.","Müşteriden onay geldikten sonra bir ay içerisinde sistem live hale getirilmesi hedeflenmektedir."]},"beginTime":1292,"endTime":1421,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1292&ask_summarization=1"},{"index":14,"title":"Özelleştirme ve Kalite","list":{"type":"unordered","items":["Mevcut sistem perakende alanında anlatılan konuların %95'ini adres etmektedir.","Müşteriye spesifik özelleştirmeler genellikle veri kategorisine uyarlama ve özel veri toplama ihtiyaçları içindedir.","Kaliteyi koruma için iyi bir ekip, iletişim ve sürekli tartışma önemlidir, herkesin işin üzerinde olması gerekir."]},"beginTime":1421,"endTime":1608,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1421&ask_summarization=1"},{"index":15,"title":"Haftalık Toplantı Mekanizması","list":{"type":"unordered","items":["Tekrarlama öğrenmenin anasıdır ve bu nedenle haftalık toplantı mekanizması kurulmuştur.","Haftalık toplantılar başlangıçta her departmanın lideri tarafından organize edilir ve haftalık gündemdeki konuları tartışır.","Süreç zamanla formalize edilmiş ve pazartesi günü saat onbirde düzenli olarak devam etmektedir."]},"beginTime":1633,"endTime":1689,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1633&ask_summarization=1"},{"index":16,"title":"Toplantı Süreci","list":{"type":"unordered","items":["Her birim kendi highlight'larını haftalık gündemindeki konuları sırayla paylaşır, müşteri odaklı bir şekilde.","Paylaşımlar beş-on dakika sürede olup, bu bilgiler aynı zamanda projeleri takip ettikleri boardlara da eklenir.","Her grubun lideri satış ekibine bilgi aktarır ve önceliklendirme haftalık ekip toplantılarında yapılır."]},"beginTime":1689,"endTime":1831,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1689&ask_summarization=1"},{"index":17,"title":"Ürün Geliştirme Süreci","list":{"type":"unordered","items":["Algoritma üreten grubu, üniversiteden arkadaşları ve doktoraları olan bir ekip yönetmektedir.","Zorluk, algoritma düzeyinde yapılan işleri veya prototipleri üretime dönüştürmektir.","Deep learning alanında farklı mimariler farklı problemleri destekler, örneğin fiyat okumada ve ürün taramada kullanılan network aileleri farklıdır."]},"beginTime":1831,"endTime":1930,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1831&ask_summarization=1"},{"index":18,"title":"Garaj Projeleri ve Akademik Köken","list":{"type":"unordered","items":["Garaj projeleri olarak adlandırılan projeler, örneğin mobil uygulamaya AR özelliği eklemek gibi konulara odaklanır.","Ekibin neredeyse tüm üyeleri akademi kökenlidir ve okuduklarını ve takip ettiklerini paylaşır.","Yeni alanlarla ilgili sunumlar düzenlenir, örneğin 2015'te ilk deep learning sunumu yapılmıştır."]},"beginTime":1930,"endTime":2073,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=1930&ask_summarization=1"},{"index":19,"title":"Akademik ve Endüstriyel Ar-Ge Arasındaki Denge","list":{"type":"unordered","items":["Akademi'den gelmenin kontasyonu, endüstriyel düzeyde ürün geliştirmekle ilgili olmayabilir.","Bazı algoritmalar çok iyi paper yazdırabilir ancak üretime dönüştürmek çok zor olabilir.","Vispera, akademik ar-ge ile endüstriyel ürün geliştirmenin doğru yeri arasında denge kurmayı başarıyor."]},"beginTime":2073,"endTime":2172,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2073&ask_summarization=1"},{"index":20,"title":"Vispera'nın Ürün Geliştirme Kültürü","list":{"type":"unordered","items":["Vispera'nın mottoları yıllar içerisinde dört-beş senede oluşmuştur.","Dört kişilik ekiple kurulan şirket, büyüme sürecinde sürekli değişiklikler yapmıştır.","Standart metodolojiler yerine, yaşadıkları durumları gözlemleyerek ve okuyarak kendilerine uygun mekanizmalar geliştirmişlerdir."]},"beginTime":2172,"endTime":2301,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2172&ask_summarization=1"},{"index":21,"title":"Ürün Yönetiminde Yapılan Değişiklikler","list":{"type":"unordered","items":["Şirketteki bir board yapısı zamanla detaylanarak yönetilmesi zorlaşmaya başlamış ve bu nedenle yeni bir board structure kurulmuştur.","Geçtiğimiz sene başlattıkları ürün yönetimini formalize etmek için üç ana board (product, project ve development) oluşturulmuştur.","Development board, product ve projelerden desteklenen ana board haline gelmiş ve weekly activities board'un teknik seviyeye getirilmiş haline dönüşmüştür."]},"beginTime":2308,"endTime":2416,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2308&ask_summarization=1"},{"index":22,"title":"Board Yapısının Çalışma Prensibi","list":{"type":"unordered","items":["Development board günlük ve haftalık planlama için kullanılırken, project ve product board daha yüksek seviyede (high level) çalışmaktadır.","Projelerden gelen konular önceliklidir ve tüketildikten sonra product backlog'unun kaynakları kullanılır.","Bu yapılar senenin başında daha izole dururken, bir genel proje yönetim mekanizması haline dönüştürülmüştür."]},"beginTime":2416,"endTime":2488,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2416&ask_summarization=1"},{"index":23,"title":"Değişiklik Süreci","list":{"type":"unordered","items":["Değişim sürecinde tüm on iki kişi dahil olmuş, öneriler sunulmuş ve feedback alınarak bir ay içinde tamamlanmıştır.","Konuşmacı genellikle bu tür konuların jeneratörü olarak, fikirler oluşturup toplayıp sunarak, ortak bir karar haline getirmeye çalışmaktadır.","Değişim sürecinde genellikle iki farklı bakış açısı oluşur: biri hızı, diğeri doğruluğu önceliklendirir."]},"beginTime":2488,"endTime":2626,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2488&ask_summarization=1"},{"index":24,"title":"İki Kutuplu Yaklaşımın Ortası","list":{"type":"unordered","items":["İki farklı yaklaşımlar arasında (örneğin tasarım odaklı veya evrimsel yaklaşım) bir orta nokta bulunması gerektiği vurgulanmaktadır.","Bu orta nokta, her iki alternatifin en iyi yanını koruyacak bir çözünürleştirme felsefesidir.","Bu yaklaşım, basit bir ortalama almak yerine, iki kutuplu yaklaşımın en iyi yanlarını birleştirmek için daha zorlu bir çalışma noktasını bulmayı amaçlamaktadır."]},"beginTime":2626,"endTime":2752,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2626&ask_summarization=1"},{"index":25,"title":"Müşteri İhtiyaçlarını Ürün Ekibine Aktarma","list":{"type":"unordered","items":["Satış ve iş geliştirme takımı ürünün bir parçasıdır ve müşterinin isteklerini ürün ekibine aktarmaktadır.","Projelerden gelen gereksinimler proje board'una doğrudan girerken, iş geliştirme toplantılarında edinilen geri bildirimler product board'daki özel bir alana girmektedir.","Bu geri bildirimler aylık planlama toplantılarıyla önceliklendirilir ve uzun vadeli ürün planlamasına dahil edilir."]},"beginTime":2752,"endTime":2807,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2752&ask_summarization=1"},{"index":26,"title":"MVP Felsefesi","list":{"type":"unordered","items":["Her ürün bir sonrakini prototipi olarak algılanmalıdır, ancak bu derme çatma bir fonksiyonu olmayan bir şey anlamına gelmemelidir.","Bu yaklaşım, sürekli gelişim ve iyileştirme felsefesini desteklemektedir.","Yapılan her şey hiçbir zaman tam ve bitti olarak görülmemelidir, müşteri ihtiyaçları göz önünde bulundurularak her zaman daha iyiye getirilmelidir."]},"beginTime":2807,"endTime":2850,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2807&ask_summarization=1"},{"index":27,"title":"Vispera'nın Ürün Geliştirme Süreci","list":{"type":"unordered","items":["Vispera, süpermarket ortamındaki görsel problemleri çözmeye yönelik bir firma olarak kurulmuş ve ilk versiyonunda raftaki ürünlerin neredeyse tamamını tanıyan bir sistem geliştirmiş.","Sistem, yüzde doksan dört üzerinde doğruluk sağlayacak şekilde tasarlanmış ve kısmen otomasyon, kısmen operatör desteğiyle çalışabilmiştir.","Geçen sene sonlarından itibaren ürünün esnekliği artırılmış, müşterilerin farklı doğruluk seviyeleri (yüzde doksan dokuz veya doksan altı) tercih etme imkanı sunulmuştur."]},"beginTime":2856,"endTime":2941,"href":"/video/preview/4699524823248490532?parent-reqid=1767002302166890-7005175311480655716-balancer-l7leveler-kubr-yp-klg-153-BAL&text=Vispera&t=2856&ask_summarization=1"},{"index":28,"title":"Müşteri Odaklı Gelişim","list":{"type":"unordered","items":["Ürün geliştirme sürecinde teknik mükemmellikten çok müşteri odaklı olmak önemlidir, ancak müşteri odaklı olmak her şeyi yapmak anlamına gelmez.","Müşterinin ifade ettiği şeyin asıl istediğiyle aynı olmayabileceği için, müşterinin ürünü nasıl kullandığına bakmak ve kritik noktalara dikkat etmek önemlidir.","Kısa vadede kısıtlar içinde ilerlemek için doğru adımları atmak gerekir, uzun vadede hedefe ulaşmak 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