{"id":1491,"date":"2019-11-12T07:56:14","date_gmt":"2019-11-12T07:56:14","guid":{"rendered":"https:\/\/www.gidaperakendecileri.org\/?p=1491"},"modified":"2019-11-12T08:00:35","modified_gmt":"2019-11-12T08:00:35","slug":"halil-aksu-gelecek-utopik-mi-distopik-mi-bilemem-ama-dijital-olacagi-kesin","status":"publish","type":"post","link":"https:\/\/www.gidaperakendecileri.org\/?p=1491","title":{"rendered":"Halil Aksu: \u201cGelecek \u00dctopik mi, Distopik mi Bilemem Ama Dijital Olaca\u011f\u0131 Kesin\u201d"},"content":{"rendered":"\t\t
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Dijital d\u00f6n\u00fc\u015f\u00fcm bak\u0131m\u0131ndan T\u00fcrkiye\u2019nin kanaat \u00f6nderleri aras\u0131nda yer alan Halil Aksu, \u201cDijitopya\u201d ismini verdi\u011fi kitab\u0131n\u0131 \u201cbir yolculuk rehberi\u201d olarak tan\u0131ml\u0131yor ve \u015f\u00f6yle anlat\u0131yor: \u201cS\u00fcrekli ba\u015fucunuzda bulunduraca\u011f\u0131n\u0131z ve d\u00fcnyan\u0131n dijitalle\u015fme s\u00fcrecinde birey olarak, departman olarak, \u015firket olarak, sekt\u00f6r olarak, hatta millet ve \u00fclke olarak yolunuzu bulmak i\u00e7in, kaybolmamak i\u00e7in, dijital d\u00fcnyan\u0131n g\u00fczel ve faydal\u0131 olmas\u0131 i\u00e7in ba\u015fvurulacak bir kaynak\u201d.
Biz de Aksu\u2019yla gelece\u011fi, dijitalle\u015fmeyi, yapay zekay\u0131 ve yapay zekaya pazarlamay\u0131 konu\u015ftuk.
<\/strong><\/span><\/h3>

R\u00f6portaj: Bikem \u00d6g\u00fcn\u00e7 <\/b><\/span><\/p>

Halil Aksu, T\u00fcrkiye Yapay Zek\u00e2 \u0130nisiyatifi\u2019nin fikir babas\u0131 ve kurucusu. \u201cT\u00fcrkiye\u2019de yapay zek\u00e2 fark\u0131ndal\u0131\u011f\u0131n\u0131 artt\u0131rmak, ekosistemi geli\u015ftirmek i\u00e7in \u00e7al\u0131\u015f\u0131yoruz\u201d diyen Halil Aksu, \u00fcniversite ve liselerde konu\u015fmalar yap\u0131yor, \u00f6nemli zirve ve konferanslarda sunumlar ger\u00e7ekle\u015ftiriyor. Aksu\u2019nun be\u015f tane de yay\u0131mlanm\u0131\u015f kitab\u0131 var. \u00d6zellikle gelecek senaryolar\u0131 ve dijital d\u00f6n\u00fc\u015f\u00fcm alanlar\u0131nda T\u00fcrkiye\u2019nin kanaat \u00f6nderleri aras\u0131nda say\u0131lan Halil Aksu ile hem Dijitopya kitab\u0131 hem de yapay zek\u00e2 \u00fczerine konu\u015ftuk. <\/span><\/p>

Dijitopya kitab\u0131n\u0131zdan bahsedelim ilk olarak\u2026<\/span><\/strong>
Gelecek \u00fctopik mi distopik mi bilemem, ama dijital olaca\u011f\u0131 kesin. Buna dayanarak bir arkada\u015f\u0131mla birlikte kitab\u0131ma \u2018Dijitopya\u2019 ismini vermeye karar verdik. Dijitopya, bir yolculuk rehberi asl\u0131nda. S\u00fcrekli ba\u015fucunuzda bulunduraca\u011f\u0131n\u0131z ve d\u00fcnyan\u0131n dijitalle\u015fme s\u00fcrecinde birey olarak, departman olarak, \u015firket olarak, sekt\u00f6r olarak, hatta millet ve \u00fclke olarak yolunuzu bulmak i\u00e7in, kaybolmamak i\u00e7in, dijital d\u00fcnyan\u0131n g\u00fczel ve faydal\u0131 olmas\u0131 i\u00e7in ba\u015fvuraca\u011f\u0131n\u0131z bir kaynak eser olarak kaleme al\u0131nd\u0131. Tabii ki dijital \u00e7a\u011fa uygun olarak e-kitap hali de var. Ayr\u0131ca dijitopya.com web sitesi ile i\u00e7eri\u011fi s\u00fcrekli g\u00fcncel tutup, anket, ara\u00e7lar, ilave kaynaklar payla\u015fmaya da devam ediyoruz.<\/span><\/p>

Kitapta \u201cDijitopya, dijital gelece\u011fimizdir\u201d diyor ve bunun daha ba\u015flang\u0131\u00e7 oldu\u011funu vurguluyorsunuz. Daha neler g\u00f6rece\u011fiz?<\/span><\/strong>
T\u00fcm\u00fcyle dijitalle\u015fen bir ekonomi, toplum yap\u0131s\u0131 ve d\u00fcnya d\u00fczenine do\u011fru gidiyoruz. Elbette yiyece\u011fimiz, i\u00e7ece\u011fimiz, giyece\u011fimiz, oturaca\u011f\u0131m\u0131z, s\u00fcrece\u011fimiz e\u015fyalar fiziki kalmaya devam edecek. Ama kitap, m\u00fczik, film, oyun, sosyal temaslar, te\u015fhis, tahlil gibi pek \u00e7ok unsur, t\u00fcm\u00fcyle dijitalle\u015fiyor. Dijitalle\u015femeyecek unsurlar\u0131n da \u00fcretimi kay\u0131t alt\u0131na al\u0131n\u0131yor, hatta dijital ikizleri yap\u0131l\u0131yor, dijital ortamda optimize ediliyor, geli\u015ftiriliyor, m\u00fc\u015fteri deneyimi iyile\u015ftiriliyor. Pokemon Go oyununu hat\u0131rlay\u0131n! Ger\u00e7ek d\u00fcnya \u00fczerinde Poke Stop\u2019lar, sanal Pika\u00e7u\u2019lar vard\u0131. Second Life gibi sanal bir platformda pek \u00e7ok yeni dijital d\u00fcnya kuruluyor. Oyun d\u00fcnyas\u0131 kendi ba\u015f\u0131na pek \u00e7ok paralel evren i\u00e7eriyor. Spor oyunlar\u0131ndan sava\u015f oyunlar\u0131na kadar, strateji oyunlar\u0131ndan \u015fehir kurma sim\u00fclasyonlar\u0131na kadar\u2026<\/span>
Artt\u0131r\u0131lm\u0131\u015f ger\u00e7eklik, sanal ger\u00e7eklik ve harmanlanm\u0131\u015f (mixed) ger\u00e7eklik \u00e7\u00f6z\u00fcmleri giderek yayg\u0131nla\u015facak, kullan\u0131m alanlar\u0131 giderek geli\u015fecek. Sa\u011fl\u0131ktan e\u011fitime, e-ticaretten turizme, End\u00fcstri 4.0 alanlar\u0131ndan enerji \u015febekelerine, e\u011flenceden haber alma ve haber durumuna kadar pek \u00e7ok alanda ger\u00e7ek d\u00fcnyan\u0131n \u00fczerine dijital bir kaftan serilecek.<\/span>
Ger\u00e7ek d\u00fcnyada olan neredeyse her \u015feyin dijital bir izi olacak. Google Earth program\u0131na bakt\u0131\u011f\u0131n\u0131zda sokak sokak d\u00fcnyan\u0131n pek \u00e7ok \u015fehrini olduk\u00e7a ayr\u0131nt\u0131l\u0131 bir \u015fekilde gezebilirsiniz, hem de bilgisayar\u0131n\u0131z\u0131n ba\u015f\u0131ndan hi\u00e7 kalkmadan\u2026 Sanayide dijital ikizlerin yayg\u0131nla\u015fmas\u0131 ile her fabrikan\u0131n, her deponun, her kamyonun, her forkliftin bir dijital ikizi olacak. Masan\u0131z\u0131n ba\u015f\u0131ndan kalkmadan, tatilde bile olsan\u0131z diz\u00fcst\u00fc bilgisayar\u0131n\u0131zdan, tabletten veya cep telefonu ekran\u0131n\u0131zdan \u015firketinizi, sevkiyatlar\u0131n\u0131z\u0131, \u00fcretiminizi g\u00f6receksiniz.<\/span><\/p>

Bunlar \u00e7ok de\u011ferli ve \u00e7ok yararl\u0131 geli\u015fmeler. Engelli vatanda\u015flar\u0131n ve dezavantajl\u0131 kesimlerin s\u00fcre\u00e7lere dahil edilmesi, d\u00fcnyan\u0131n k\u00fc\u00e7\u00fclmesi, farkl\u0131 dillerde ve k\u00fclt\u00fcrlerde ya\u015fayan insanlar\u0131n birbirine yakla\u015ft\u0131r\u0131lmas\u0131 bak\u0131m\u0131ndan dijitalle\u015fme, m\u00fcthi\u015f f\u0131rsatlar bar\u0131nd\u0131r\u0131yor. Tabii ki olumsuz baz\u0131 sonu\u00e7lar da yok de\u011fil. Dijital d\u00fcnyan\u0131n \u00e7ok b\u00fcy\u00fck tehditleri de var. Hepimiz bunlardan endi\u015fe ediyoruz. Baz\u0131lar\u0131 hayali, baz\u0131lar\u0131 ger\u00e7ek… Ama bunlar var diye, bu nimetlerden vazge\u00e7emeyiz. \u0130nterneti kapatabilir miyiz? Yapay zekadan vazge\u00e7ebilir miyiz? Penisilinden, r\u00f6ntgenden, n\u00fckleer teknolojilerden vazge\u00e7ebilir miyiz? Hay\u0131r. Ama tehditleri var m\u0131d\u0131r? Kesinlikle. Bunlara da \u00e7ok dikkat etmek zorunday\u0131z.<\/span><\/p>

Peki, ne yapabiliriz?<\/span><\/strong>
Bu anlamda sessiz \u00e7o\u011funluk, sa\u011fduyusunu korumal\u0131, bilin\u00e7li nesiller yeti\u015ftirmeli, do\u011fru kullan\u0131m \u015fekillerine odaklanmal\u0131 ve topluma \u00f6rnek olmal\u0131. G\u00fcr\u00fclt\u00fc \u00e7\u0131karan, manip\u00fclasyon yapan, h\u0131rs\u0131zl\u0131k yapan, \u00f6zetle yanl\u0131\u015f yolda olan, k\u00f6t\u00fc niyetli olan, az\u0131nl\u0131kt\u0131r. Bunlar her zaman olacak. Elimizden geldi\u011fince bunlar\u0131 kanuna sevk etmeli, trafikten uzakla\u015ft\u0131rmal\u0131y\u0131z. Ama ne olur, teknolojiyi su\u00e7lamayal\u0131m. Zira teknolojinin bir su\u00e7u yok. Onu kullanan insan\u0131n su\u00e7u var. Hepimiz her g\u00fcn elimize b\u0131\u00e7ak al\u0131yoruz. Bir b\u0131\u00e7ak ile insan da \u00f6ld\u00fcr\u00fcl\u00fcr, heykel de yap\u0131l\u0131r, salata da haz\u0131rlan\u0131r. Tercih bizim!<\/span><\/p>

\"\"Bug\u00fcn dijitalle\u015fme dedi\u011fimizde akla yapay zek\u00e2, algoritmalar gibi pek \u00e7ok kavram ve konu geliyor. Art\u0131k t\u00fcm bunlar hayat\u0131m\u0131z\u0131n i\u00e7inde ve bir par\u00e7as\u0131 oldu. Bu konuda neler s\u00f6yleyebilirsiniz?<\/span><\/strong>
Ben iyimser bir insan\u0131m. Teknolojinin hayatlar\u0131m\u0131z\u0131 g\u00fczelle\u015ftirdi\u011fini d\u00fc\u015f\u00fcn\u00fcyorum. Bilim ve sanat, medeniyetimizin ilerlemesini sa\u011fl\u0131yor. Bilimden yararlanarak ve sanattan esinlenerek teknoloji geli\u015fiyor. Matbaa, buhar makinesi, i\u00e7ten yanmal\u0131 motor, internet, cep telefonu, yapay zeka gibi sonu\u00e7lar var. Bunun \u00fczerine uygulamalar \u00e7\u0131k\u0131yor, inovasyon oluyor, ekonomik etki yarat\u0131yor, toplumsal d\u00f6n\u00fc\u015f\u00fcm, hukuki adaptasyon, siyasi formasyon geli\u015fiyor. Bug\u00fcnlere b\u00f6yle geldik. Yar\u0131nlara do\u011fru giderken de b\u00f6yle y\u00fcr\u00fcmeye devam edece\u011fiz. Yapay zek\u00e2 sayesinde enerji sorunu \u00e7\u00f6z\u00fclecek, trafik rahatlayacak, sa\u011fl\u0131kta pek \u00e7ok iyile\u015ftirme g\u00f6r\u00fclecek, ak\u0131ll\u0131 evlerden ak\u0131ll\u0131 fabrikalara kadar, e\u011fitimden adalete kadar, pek \u00e7ok farkl\u0131 uygulama alan\u0131 olmaya ba\u015flad\u0131, daha da olacak.<\/span>
Yan\u0131 s\u0131ra k\u00f6t\u00fc \u015feyler olacak m\u0131? Tabi ki! Yanl\u0131\u015f haberler, nefret s\u00f6ylemleri, siber ter\u00f6r, otonom silahl\u0131 sistemler… Ama bunlar var diye, teknolojiden vazge\u00e7emeyiz. Olabildi\u011fince reg\u00fcle etmeliyiz, olabildi\u011fince etik kurallar belirlemeliyiz ve olabildi\u011fince insanlar\u0131n bu t\u00fcr kanunlara, kurallara ve ortak de\u011ferlere uymalar\u0131n\u0131 sa\u011flamal\u0131y\u0131z.<\/span><\/p>

\u00c7a\u011f \u00f6yle bir noktaya geldi ki ticari anlamda da ko\u015fullar de\u011fi\u015fti. Markalar ve global firmalar art\u0131k yapay zekay\u0131 dikkate al\u0131yor. \u201cYapay zekaya pazarlama\u201d desek, siz neler s\u00f6ylersiniz?<\/span><\/strong>
Yapay zek\u00e2, temel bir teknoloji. Her \u015feyin i\u00e7ine giriyor ve girmeye devam edecek. Pazarlamaya da girecek, y\u00f6netime de\u2026 \u00dcretime, e\u011fitime, sa\u011fl\u0131\u011fa, insan kaynaklar\u0131na ve akla gelebilecek her alana\u2026 3-5 y\u0131l daha yapay zek\u00e2y\u0131 tart\u0131\u015faca\u011f\u0131z ama ondan sonra kan\u0131ksayaca\u011f\u0131z. Gartner buna Hype Cycle der. 3-5 y\u0131l sonra \u00e7ok acayip, yeni bir teknoloji g\u00fcndemi, man\u015fetlere oturacak. Yapay zek\u00e2 ilerlemeye devam etse de man\u015fetlerden ve g\u00fcndemden d\u00fc\u015fecek. Ama tabii ki geli\u015fmeye devam edecek, \u00e7\u00f6z\u00fcmler olgunla\u015facak; veri miktar\u0131 artt\u0131k\u00e7a, \u00f6\u011frenme metotlar\u0131 geli\u015ftik\u00e7e, \u00e7ok daha h\u0131zl\u0131 ve \u00e7ok daha geli\u015fmi\u015f \u00e7\u00f6z\u00fcmler, hayat\u0131m\u0131z\u0131n her alan\u0131na girecek.<\/span><\/p>

Yapay zekaya pazarlama, sekt\u00f6rleri nas\u0131l de\u011fi\u015ftiriyor ve daha neleri de\u011fi\u015ftirecek?<\/span><\/strong>
Hassasiyet artacak. Pazarlama i\u00e7in harcanan her kuru\u015f, \u00e7ok daha yerinde harcanacak. D\u00fcne kadar g\u00f6r\u00fclemeyen ve hesaplanamayan ba\u011flant\u0131lar, korelasyonlar, ipu\u00e7lar\u0131 ve \u00f6ng\u00f6r\u00fcler, hesaplan\u0131r hale gelecek. Markalara ve m\u00fc\u015fterilere daha de\u011ferli teklifler olu\u015fturulacak. Hatta pek \u00e7ok i\u015flem, otonom hale gelecek. \u0130nsanlar angarya, rutin, katma de\u011feri d\u00fc\u015f\u00fck i\u015flerden kurtulacak; daha y\u00fcksek empati ve yarat\u0131c\u0131l\u0131k gerektiren i\u015flere odaklanacak. Hem kendileri hem de m\u00fc\u015fterileri i\u00e7in daha az \u00e7al\u0131\u015farak daha y\u00fcksek katma de\u011fer elde edecekler.<\/span><\/p>

Algoritmalar hayat\u0131m\u0131za nas\u0131l y\u00f6n veriyor? Ge\u00e7mi\u015ften bug\u00fcne nas\u0131l bir etki oldu\u011funu s\u00f6yleyebiliriz?<\/span><\/strong>
Algoritmalar \u00f6zellikle internet devlerinde i\u00e7eri\u011fin belirlenmesi, m\u00fc\u015fteri deneyimin ki\u015fiselle\u015ftirilmesi konusunda bug\u00fcn itibariyle olduk\u00e7a belirleyici. Amazon\u2019daki tavsiyeler, ileri analitik ve yapay zek\u00e2 ile hesaplan\u0131yor. Netflix, izleme tavsiyelerini yapay zek\u00e2 ile hesapl\u0131yor. Facebook ne g\u00f6rece\u011finizi, kiminle arkada\u015f olaca\u011f\u0131n\u0131z\u0131, neler be\u011fenece\u011finizi yapay zek\u00e2 ile hesapl\u0131yor. Youtube tavsiyeleri, Twitter payla\u015f\u0131mlar\u0131, Uber rotalar\u0131, Spotify m\u00fczik tavsiyeleri, End\u00fcstri 4.0 optimizasyonlar\u0131 ve daha niceleri yapay zek\u00e2 ile hesaplan\u0131yor, daha da hesaplanacak.<\/span>
Bundan sonra hastal\u0131klar\u0131n \u00e7\u00f6z\u00fclmesi, trafik s\u0131k\u0131\u015f\u0131kl\u0131klar\u0131n \u00f6nlenmesi, e\u011fitimdeki kalitenin artt\u0131r\u0131lmas\u0131, End\u00fcstri 4.0 kapsam\u0131nda \u00fcretimin daha verimli hale getirilmesi gibi pek \u00e7ok alanda yapay zek\u00e2 \u00e7\u0131\u011f\u0131r a\u00e7acak. Bunlar\u0131n d\u0131\u015f\u0131nda belki bug\u00fcn hi\u00e7 akla gelmeyen, onlarca, y\u00fczlerce yeni alanda inovatif fikirler, \u00e7\u00f6z\u00fcmler ve i\u015f modelleri kar\u015f\u0131m\u0131za \u00e7\u0131kacak.<\/span><\/p>

Dijital d\u00f6n\u00fc\u015f\u00fcm i\u00e7in nereden ba\u015flamak gerekir? \u00d6zellikle perakende sekt\u00f6r\u00fc bak\u0131m\u0131nda konuyu nas\u0131l de\u011ferlendirmek gerekiyor?<\/span><\/strong>
Dijitalle\u015fme, bir ger\u00e7ek. Dijital d\u00f6n\u00fc\u015f\u00fcm bir tercih de\u011fil, bir zorunluluk. \u00d6ncelikle dijitalin etkilerini iyi analiz etmek gerekiyor. F\u0131rsatlar, tehditler, endi\u015feler, gereksinimler\u2026 Buna istinaden her kurumun bir dijital d\u00f6n\u00fc\u015f\u00fcm stratejisine ve bunu nas\u0131l hayata ge\u00e7irece\u011fine dair bir dijital d\u00f6n\u00fc\u015f\u00fcm yol haritas\u0131na ihtiyac\u0131 var. Ayr\u0131ca bunlar\u0131 destekleyecek bir dijital k\u00fclt\u00fcr d\u00f6n\u00fc\u015f\u00fcm\u00fc de gerekli. Zira bu d\u00f6n\u00fc\u015f\u00fcm, insanlarla ger\u00e7ekle\u015ftirilecek. Davran\u0131\u015f de\u011fi\u015fiklikleri, mesela \u00e7evik yakla\u015f\u0131m gibi; zihniyet de\u011fi\u015fiklikleri, mesela m\u00fc\u015fteri oda\u011f\u0131 gibi; i\u015f modeli de\u011fi\u015fiklikleri, mesela ekosistem ve platform i\u015f modelleri d\u00fc\u015f\u00fcnmek gibi; yetkinlik de\u011fi\u015fiklikleri, mesela analitik ve yarat\u0131c\u0131l\u0131k gibi…<\/span>
Kolay de\u011fil, ama m\u00fcmk\u00fcn.<\/span><\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Dijital d\u00f6n\u00fc\u015f\u00fcm bak\u0131m\u0131ndan T\u00fcrkiye\u2019nin kanaat \u00f6nderleri aras\u0131nda yer alan Halil Aksu, \u201cDijitopya\u201d ismini verdi\u011fi kitab\u0131n\u0131 \u201cbir yolculuk rehberi\u201d olarak tan\u0131ml\u0131yor ve \u015f\u00f6yle anlat\u0131yor: \u201cS\u00fcrekli ba\u015fucunuzda bulunduraca\u011f\u0131n\u0131z ve d\u00fcnyan\u0131n dijitalle\u015fme s\u00fcrecinde birey olarak, departman olarak, \u015firket olarak, sekt\u00f6r olarak, hatta millet ve \u00fclke olarak yolunuzu bulmak i\u00e7in, kaybolmamak i\u00e7in, dijital d\u00fcnyan\u0131n g\u00fczel ve faydal\u0131 olmas\u0131 i\u00e7in […]<\/p>\n","protected":false},"author":1,"featured_media":1487,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[24],"tags":[],"class_list":{"0":"post-1491","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-roportajlar"},"featured_image_src":"https:\/\/www.gidaperakendecileri.org\/wp-content\/uploads\/2019\/11\/halil-aksu-yapay-zeka-2.jpg","author_info":{"display_name":"ph16171887571_m2ho1594","author_link":"https:\/\/www.gidaperakendecileri.org\/?author=1"},"yoast_head":"\nHalil Aksu: \u201cGelecek \u00dctopik mi, Distopik mi Bilemem Ama Dijital Olaca\u011f\u0131 Kesin\u201d - GPD<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.gidaperakendecileri.org\/?p=1491\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Halil Aksu: \u201cGelecek \u00dctopik mi, Distopik mi Bilemem Ama Dijital Olaca\u011f\u0131 Kesin\u201d - GPD\" \/>\n<meta property=\"og:description\" content=\"Dijital d\u00f6n\u00fc\u015f\u00fcm bak\u0131m\u0131ndan T\u00fcrkiye\u2019nin kanaat \u00f6nderleri aras\u0131nda yer alan Halil Aksu, \u201cDijitopya\u201d ismini verdi\u011fi kitab\u0131n\u0131 \u201cbir yolculuk rehberi\u201d olarak tan\u0131ml\u0131yor ve \u015f\u00f6yle anlat\u0131yor: \u201cS\u00fcrekli ba\u015fucunuzda bulunduraca\u011f\u0131n\u0131z ve d\u00fcnyan\u0131n dijitalle\u015fme s\u00fcrecinde birey olarak, departman olarak, \u015firket olarak, sekt\u00f6r olarak, hatta millet ve \u00fclke olarak yolunuzu bulmak i\u00e7in, kaybolmamak i\u00e7in, dijital d\u00fcnyan\u0131n g\u00fczel ve faydal\u0131 olmas\u0131 i\u00e7in […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.gidaperakendecileri.org\/?p=1491\" \/>\n<meta property=\"og:site_name\" content=\"GPD\" \/>\n<meta property=\"article:published_time\" content=\"2019-11-12T07:56:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-11-12T08:00:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.gidaperakendecileri.org\/wp-content\/uploads\/2019\/11\/halil-aksu-yapay-zeka-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1417\" \/>\n\t<meta property=\"og:image:height\" content=\"726\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"ph16171887571_m2ho1594\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"ph16171887571_m2ho1594\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491\"},\"author\":{\"name\":\"ph16171887571_m2ho1594\",\"@id\":\"https:\/\/www.gidaperakendecileri.org\/#\/schema\/person\/2a9973560de07919114aa1faead0a371\"},\"headline\":\"Halil Aksu: \u201cGelecek \u00dctopik mi, Distopik mi Bilemem Ama Dijital Olaca\u011f\u0131 Kesin\u201d\",\"datePublished\":\"2019-11-12T07:56:14+00:00\",\"dateModified\":\"2019-11-12T08:00:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491\"},\"wordCount\":1719,\"image\":{\"@id\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.gidaperakendecileri.org\/wp-content\/uploads\/2019\/11\/halil-aksu-yapay-zeka-2.jpg\",\"articleSection\":[\"R\u00f6portajlar\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491\",\"url\":\"https:\/\/www.gidaperakendecileri.org\/?p=1491\",\"name\":\"Halil Aksu: \u201cGelecek \u00dctopik mi, Distopik mi Bilemem Ama Dijital Olaca\u011f\u0131 Kesin\u201d - 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