{"id":14241,"date":"2017-03-11T17:34:48","date_gmt":"2017-03-11T17:34:48","guid":{"rendered":"http:\/\/atif.unaldi.org\/blog\/2017\/03\/11\/hangi-teknolojiye-ne-zaman-yatirim\/"},"modified":"2017-03-11T17:34:48","modified_gmt":"2017-03-11T17:34:48","slug":"hangi-teknolojiye-ne-zaman-yatirim","status":"publish","type":"post","link":"https:\/\/atif.unaldi.org\/blog\/2017\/03\/11\/hangi-teknolojiye-ne-zaman-yatirim\/","title":{"rendered":"Hangi teknolojiye ne zaman yat\u0131r\u0131m?"},"content":{"rendered":"<p><a href=\"https:\/\/atifunaldi.files.wordpress.com\/2017\/03\/img_4430.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/atifunaldi.files.wordpress.com\/2017\/03\/img_4430.png\" alt=\"\" width=\"1200\" height=\"675\" class=\"alignnone size-full wp-image-14240\"><\/a>Her g\u00fcn yeni bir teknoloji hakk\u0131nda, yepyeni haberler duyuyorsunuz. Bir d\u00f6nem esamesi okunmayan teknoloji fuarlar\u0131 yeniden g\u00fc\u00e7lendi, bu yeni teknolojileri haber olarak da destekliyor. Hatta bir k\u0131sm\u0131 ki\u015fisel olarak da ilginizi \u00e7ekiyor. Peki kurumsal olarak hangisi yada hangileri sizin radar\u0131n\u0131za girmeli? Hangileri i\u00e7in beklemeli? Bunlar\u0131 birbirinden nas\u0131l ay\u0131rt edersiniz?<br \/>\nYapay zeka : Ger\u00e7ekten \u00e7ok \u00f6nemli bir konu. Mutaka bir y\u00f6netici olarak takip etmelisiniz. \u00dcstelik konu teknolojik gibi g\u00f6r\u00fcnse de asl\u0131nda tart\u0131\u015fma konular\u0131 \u00f6yle de\u011fil.&nbsp;<br \/>\nPsikoloji : Machine learning, cognitive (bili\u015fsel \u00f6\u011frenmenin) par\u00e7as\u0131. Bu yeni fikirde \u00f6\u011frenme algoritmas\u0131 kendisine verilen bilgilerden \u00f6\u011freniyor. Kasparov&#8217;u yenen big blue ise olaylar\u0131 de\u011ferlendirme algoritmas\u0131 ve hesap g\u00fcc\u00fcn\u00fc kullan\u0131yordu.&nbsp;<br \/>\nFelsefe : Yapay zeka ar\u0131t\u0131k kendi kendine \u00f6\u011frenebiliyor, ama ya yanl\u0131\u015f \u015feyler \u00f6\u011frenirse? Mutlaka kontrol alt\u0131nda tutulmal\u0131 diyenler var, etik de\u011ferler olu\u015fturmak gerekir diyenler var.&nbsp;<br \/>\nYat\u0131r\u0131m yapmal\u0131m\u0131y\u0131z : Yapay zeka&#8217;da &#8216;as a service&#8217; mant\u0131\u011f\u0131 i\u015fleyecek gibi g\u00f6r\u00fcn\u00fcyor. Yani bir\u00e7ok sekt\u00f6r i\u00e7in yapay zeka gerektiren faaliyetler b\u00fcy\u00fck bir yapay zeka servisine ba\u011flan\u0131p kullanmak y\u00f6ntemi ile olu\u015fturulacak. Yat\u0131r\u0131m maliyetleri i\u00e7in seviye bilgisi vermek gerekirse, IBM&#8217;in yapay zekas\u0131 watson&#8217;a hava durumu bilgisi sa\u011flamak i\u00e7in ald\u0131\u011f\u0131 The Weather Company 2 milyar dolar.&nbsp;<br \/>\nRobotlar : \u00dcretim yap\u0131yorsan\u0131z, bu konuyu mutlaka dikkate almal\u0131s\u0131n\u0131z. Zaten robotlar yeni i\u015f d\u00fcnyas\u0131n\u0131n en \u00f6nemli k\u0131sm\u0131 dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn de par\u00e7as\u0131. D\u00fcnyada dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn en \u00f6nemli robot \u00fcreticisi Kuka. T\u00fcrkiye&#8217;de ise Kale Alt\u0131nay robot kol \u00fcretimi yap\u0131ordu. Ancak uzun zamand\u0131r isimlerini duymuyorum. \u00dcretim sistemleriniz varsa, tezgah\u0131n\u0131zda a\u015famal\u0131 olarak robotlara nas\u0131l ge\u00e7ebilece\u011finizi mutlaka projelendirmelisiniz. Sat\u0131\u015f sekt\u00f6r\u00fcnde iseniz, yurt d\u0131\u015f\u0131ndann veya T\u00fcrkiye&#8217;de robot kol \u00fcretimi yapan \u015firketlerin distrib\u00fct\u00f6rl\u00fc\u011f\u00fc ile ilgilenmelisiniz. Teknoloji \u015firketi iseniz robot kol \u00fcretimi, yaz\u0131l\u0131m\u0131 ve hatta servis ve bak\u0131m\u0131 konular\u0131nda ara\u015ft\u0131rmalar yapmal\u0131s\u0131n\u0131z. Yat\u0131r\u0131m maliyetleri 100bin dolarlardan ba\u015fl\u0131yor ama bu harcama ka\u00e7\u0131n\u0131lmaz.<br \/>\nNot: Ge\u00e7en \u00e7ar\u015famba Bilim Sanayi ve Teknoloji Bakan\u0131 Faruk \u00d6zl\u00fc, bakanlar kurulunda dijital d\u00f6n\u00fc\u015f\u00fcm konusunda bir sunum yapt\u0131. Muhtemelen dijital d\u00f6n\u00fc\u015f\u00fcm devlet destekleri aras\u0131na girecek. Bunu da izlemeke fayda var.&nbsp;<br \/>\nSanal Ger\u00e7eklik : Ki\u015fisel olarak izledi\u011finizde \u00e7ok keyifli bir konu. Bu pazarda gelecek y\u0131l d\u00fcnya \u00e7ap\u0131nda y\u00fczde 100 oran\u0131nda b\u00fcy\u00fcme bekleniyor. Ancak san\u0131yorum ilk \u00e7\u0131kt\u0131lar\u0131 e\u011flence sekt\u00f6r\u00fcnde olacak. Endistr\u00fcyel kullan\u0131m\u0131 i\u00e7in 5G (\u0130leti\u015fimde kesintisizlik garantisi oldu\u011fu i\u00e7in) alan\u0131ndaki geli\u015fmeler bekleniyor. Yat\u0131r\u0131m maliyetleri d\u00fc\u015f\u00fck olmas\u0131na ra\u011fmen e\u011flence sekt\u00f6r\u00fcnde de\u011flseniz temkinli yapkla\u015fmakta yarar var.&nbsp;<br \/>\nArt\u0131r\u0131lm\u0131\u015f ger\u00e7eklik: Ne sanal ger\u00e7eklik ne de ger\u00e7eklik olan bu arada kalan teknolojiye ilgi i\u00e7in \u015fu an bir gereklilik yok. Bu alan yerine mixed reality&#8217;i incelemekte yarar var.  Bu alanda geli\u015fmeler semantik yap\u0131lar ve IoT ile \u00e7ok ilgili. Dolay\u0131s\u0131yla \u00e7ok erken. Yat\u0131r\u0131m yapmak i\u00e7in beklemekte fayda var.&nbsp;<br \/>\nVideo : Kurumsal bloglardan sonra, kurumlaar\u0131n son iki y\u0131ld\u0131r en \u00e7ok ciddiye almas\u0131 gereken konular aras\u0131nda kurumsal video \u00fcretimi konusu olmal\u0131. Ancak \u00fcretmesi de, depolamas\u0131 da, da\u011f\u0131tmas\u0131 da zor bir i\u00e7erik olams\u0131na ra\u011fmen t\u00fcketilmesi \u00e7ok h\u0131zl\u0131 oluyor. Bu da kurumlar\u0131 bu alandnn uzak tutuyor. Farkl\u0131la\u015fmak i\u00e7in az yat\u0131r\u0131mla \u00e7ok b\u00fcy\u00fck yol al\u0131nabilecek bir alan olmas\u0131 sebebiyle \u00e7ok \u00f6nemli. \u00dcretim i\u00e7inse tam zaman\u0131. S\u00fcrd\u00fcr\u00fclebilirlik \u00e7ok \u00f6nemli. Bu nedenle fantastik projelerden ziyade, uzun s\u00fcreli payda\u015flar se\u00e7ip yol almakta fayda var.&nbsp;<br \/>\nBotlar : Facebook&#8217;un ciddi \u015fekilde destek verip, messenger i\u00e7nde bot \u00fcretimini kolayla\u015ft\u0131rmas\u0131na ra\u011fmen, beklenen ba\u015far\u0131y\u0131 end\u00fcstri genelinde g\u00f6steremediler.  Bunun en \u00f6nemli sebebi XML, API gibi kurumlar aras\u0131 ileti\u015fimi bir ad\u0131m ileriye ta\u015f\u0131mak i\u00e7in i\u00e7 yap\u0131larda da ciddi geli\u015fmeler yapmak gereklili\u011fi. Yani bot&#8217;lar var ama backoffice&#8217;leri yok. E\u011fer bu \u015fekilde devam ederse sadece ki\u015fisel asistanlar ve bilgi aktar\u0131c\u0131lar olmaktan ileri gitmez.  Ancak bir robota bana en uygun tatil paketini bul al bu arada marketteki eksikleri de gider diyemedi\u011finiz s\u00fcrece sonu\u00e7 almak m\u00fcmk\u00fcn de\u011fil. Kurumunu bilgi \u00fcretimi ve analizi alan\u0131nda ise hemen bir bot \u00e7al\u0131\u015fmas\u0131na ba\u015flamal\u0131s\u0131n\u0131z. Ya da muhtemelen ba\u015flam\u0131\u015fs\u0131n\u0131zd\u0131r. ANcak di\u011fer alanlarda backoffice otomasyonu desteklemiyorsa hi\u00e7 bu alana girmeyin. Yat\u0131r\u0131m maliyeti \u00e7ok d\u00fc\u015f\u00fck ama att\u0131\u011f\u0131n\u0131z ta\u015f \u00fcrk\u00fctt\u00fc\u011f\u00fcn\u00fcz kurba\u011faya de\u011fmez.&nbsp;<br \/>\nSiber G\u00fcvenlik : Bu alan ger\u00e7ekten \u00e7ok \u00f6nemli ve ciddi de\u011fi\u015fiklikler i\u00e7eriyor. \u00dc\u00e7 alanda yat\u0131r\u0131m\u0131 zaten yapm\u0131\u015f olmal\u0131s\u0131n\u0131z. Kurumsal siber g\u00fcvenlik stratejiniz mutlaka olmal\u0131. Yoksa, yaz\u0131y\u0131 okumay\u0131 b\u0131rak\u0131n ve hemen siber g\u00fcvenlikle ilgili departman\u0131n\u0131zla g\u00f6r\u00fc\u015f\u00fcn. \u015eakas\u0131 yok. Kurum i\u00e7i siber g\u00fcvenlik e\u011fitimleri ve standartlar\u0131n\u0131 da alm\u0131\u015f, ald\u0131rm\u0131\u015f olmal\u0131s\u0131n\u0131z. Bu a\u015famalar\u0131 da yapmad\u0131ysan\u0131z yaz\u0131y\u0131 b\u0131rak\u0131n hemen bu konuyu \u00e7\u00f6z\u00fcn. Sisteminizin d\u0131\u015f etkilerden uzak tutulmas\u0131n\u0131 sa\u011flayacak yap\u0131lar. Bu konuda etik hacker&#8217;larla \u00e7al\u0131\u015f\u0131p, d\u00fczenli olarak raporlar alman\u0131zda fayda var. Bu yat\u0131r\u0131m s\u00fcreklidir. Ortalama bir \u015firket i\u00e7in 10k bir b\u00fct\u00e7enin bu konuya ayr\u0131lmas\u0131 \u015fartt\u0131r. E\u011fer b\u00fct\u00e7elerinizde b\u00f6yle bir harcama yoksa ciddi bir probleminiz var demektir.&nbsp;<br \/>\nB\u00fcy\u00fck Veri : Ge\u00e7en ay SAS&#8217;\u0131n veri analiti\u011fi etkinli\u011finde &#8216;Dijital \u00e7a\u011f\u0131n m\u00fc\u015fteri deneyiminde analiti\u011fin rol\u00fc&#8217; isimli paneli y\u00f6nettim. Kat\u0131l\u0131mc\u0131lar\u0131m Neslihan U\u00e7ar (Ajans So. Ho.) ve Ahu \u015eendilmen (IPSOS)&#8217;du. Veri analiti\u011fi g\u00fcn\u00fc i\u00e7in biraz hafif bir konu gibi g\u00f6r\u00fcnse de kat\u0131l\u0131mc\u0131lar\u0131n ilgisini \u00e7ekti. Bunun en \u00f6nemli sebebi b\u00fcy\u00fck veri analizinin m\u00fc\u015fteri ili\u015fkileri y\u00f6netimi a\u00e7\u0131s\u0131ndan \u0131\u015f\u0131k t\u0131tan \u00f6nemli bir alan olmas\u0131. Kurumsal a\u00e7\u0131dan, b\u00fct\u00fcn verilerinizi b\u00fcy\u00fck de\u011filse de b\u00fcy\u00fcyecek veri olarak tan\u0131mlaman\u0131zda yarar var. Bu durumda b\u00fct\u00fcn verilere b\u00fcy\u00fck veri ehemmiyeti g\u00f6stermek gerekiyor. Bu sayede o veri b\u00fcy\u00fcd\u00fc\u011f\u00fcnde analiz yapma imkan\u0131n\u0131z olacakt\u0131r. Tabii panerlde de son \u00e7\u0131kar\u0131m olarak belirtti\u011fim gibi, b\u00fcy\u00fck veri konusundaki en \u00f6nemli nokta analiz. Nereye bakaca\u011f\u0131n\u0131z\u0131, nas\u0131l analiz edeceiniz biliyor olmak gerekiyor.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Her g\u00fcn yeni bir teknoloji hakk\u0131nda, yepyeni haberler duyuyorsunuz. Bir d\u00f6nem esamesi okunmayan teknoloji fuarlar\u0131 yeniden g\u00fc\u00e7lendi, bu yeni teknolojileri haber olarak da destekliyor. Hatta bir k\u0131sm\u0131 ki\u015fisel olarak da ilginizi \u00e7ekiyor. Peki kurumsal olarak&#8230;<\/p>\n","protected":false},"author":2,"featured_media":14239,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-14241","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogum"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Hangi teknolojiye ne zaman yat\u0131r\u0131m? - At\u0131f \u00dcnald\u0131 | Yaz\u0131lar ve Yay\u0131n Ar\u015fivi<\/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:\/\/atif.unaldi.org\/blog\/2017\/03\/11\/hangi-teknolojiye-ne-zaman-yatirim\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hangi teknolojiye ne zaman yat\u0131r\u0131m? - At\u0131f \u00dcnald\u0131 | Yaz\u0131lar ve Yay\u0131n Ar\u015fivi\" \/>\n<meta property=\"og:description\" content=\"Her g\u00fcn yeni bir teknoloji hakk\u0131nda, yepyeni haberler duyuyorsunuz. Bir d\u00f6nem esamesi okunmayan teknoloji fuarlar\u0131 yeniden g\u00fc\u00e7lendi, bu yeni teknolojileri haber olarak da destekliyor. Hatta bir k\u0131sm\u0131 ki\u015fisel olarak da ilginizi \u00e7ekiyor. 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