{"id":46261,"date":"2022-06-21T16:24:04","date_gmt":"2022-06-21T13:24:04","guid":{"rendered":"https:\/\/kutaybilen.com.tr\/?p=46261"},"modified":"2022-06-21T16:24:04","modified_gmt":"2022-06-21T13:24:04","slug":"youtube-teklif-algoritmasi-nasil-calisiyor","status":"publish","type":"post","link":"https:\/\/kutaybilen.com.tr\/?p=46261","title":{"rendered":"YouTube Teklif Algoritmas\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131yor?"},"content":{"rendered":"<p>\u0130nternet \u00e7a\u011f\u0131n\u0131n g\u00f6r\u00fcnt\u00fc platformu \u00f6nc\u00fcs\u00fc ve hayat\u0131m\u0131z\u0131n bir kesimi haline gelen <strong>YouTube<\/strong>, bir\u00e7ok dal \u00fczere vakit i\u00e7erisinde sistemini yaln\u0131zca talep \u00fczerinden s\u00fcrd\u00fcrmeyi b\u0131rakarak, arz olu\u015fturmaya y\u00f6nelik de geli\u015ftirmeler yap\u0131yor. Bunun g\u00f6r\u00fclebilece\u011fi en tesirli yer ise hi\u00e7 elbet YouTube\u2019un teklif sistemi.<\/p>\n<p>Bazen be\u011fenilerimizle ve ilgili oldu\u011fumuz i\u00e7eriklerle ilgili \u015fa\u015f\u0131rtan derecede <strong>\u00f6neriler sunan<\/strong> YouTube, bazen ise hi\u00e7 alakas\u0131 olmad\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcm\u00fcz i\u00e7erikleri bizlere g\u00f6sterebiliyor. Ama t\u00fcm bunlar\u0131n gerisinde k\u0131ymetli bir <strong>algoritma ve bilgi \u00e7al\u0131\u015fmas\u0131<\/strong> oldu\u011fu biliniyor. YouTube, 2008 y\u0131l\u0131nda teklif sistemini birinci ba\u015flatt\u0131\u011f\u0131nda yaln\u0131zca tan\u0131nan g\u00f6r\u00fcnt\u00fcleri kullan\u0131c\u0131lara sunarken, geli\u015ftirmelerle birlikte datalarla teklif algoritmalar\u0131n\u0131 farkl\u0131 bir boyuta ta\u015f\u0131d\u0131.<\/p>\n<p><b>\u00d6nerilerin kolay prensibi: Paha katacak videolar<\/b><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.webtekno.com\/images\/editor\/default\/0003\/29\/9ecb8f11048c0743b6455c2b6ca32ec517a11e6c.jpeg\"\/><\/p>\n<p>YouTube Blog\u2019da yay\u0131nlanan bir yaz\u0131da, <strong>\u00f6neriler sistemine y\u00f6nelik<\/strong> k\u0131ymetli bilgilerin yan\u0131 s\u0131ra mant\u0131\u011f\u0131n\u0131 anlamak i\u00e7in ho\u015f bir \u00f6rnek de yer al\u0131yor. Her kullan\u0131c\u0131n\u0131n farkl\u0131 izleme al\u0131\u015fkanl\u0131klar\u0131na sahip oldu\u011fu belirtilen yaz\u0131da \u015fu \u00f6rne\u011fe yer veriliyor: \u00d6rne\u011fin siz tenis g\u00f6r\u00fcnt\u00fclerini seviyorsan\u0131z ve YouTube teklif algoritmas\u0131 sizinle t\u0131pk\u0131 tenis g\u00f6r\u00fcnt\u00fclerini seven ba\u015fka bireylerin caz m\u00fczik g\u00f6r\u00fcnt\u00fcleri da sevdi\u011fini ve izledi\u011fini fark ederse, evvelden hi\u00e7 izlememi\u015f olsan\u0131z bile size de caz g\u00f6r\u00fcnt\u00fcleri \u00f6nerebilir. YouTube, tekliflerin kolay prensibinin kullan\u0131c\u0131lar i\u00e7in <strong>de\u011fer katacak<\/strong> g\u00f6r\u00fcnt\u00fcleri sunmak oldu\u011funu s\u00f6yl\u00fcyor.<\/p>\n<p><b>\u00d6neriler nas\u0131l ki\u015fiselle\u015ftiriliyor?<\/b><\/p>\n<p>YouTube\u2019daki teklifler iki yerde kullan\u0131c\u0131lar\u0131n kar\u015f\u0131s\u0131na \u00e7\u0131k\u0131yor. Bunlar, ana sayfa ve izlenen g\u00f6r\u00fcnt\u00fclerin yan\u0131ndaki \u201cs\u0131radaki\u201d paneli. YouTube\u2019un teklifleri t\u0131klamalar, izleme m\u00fchletleri \u00fczere <strong>bir\u00e7ok farkl\u0131 etkene g\u00f6re<\/strong> de\u011fi\u015fiklik g\u00f6steriyor. \u0130\u015fte bu etkenler:<\/p>\n<p><b>T\u0131klama:<\/b><\/p>\n<p>Bir g\u00f6r\u00fcnt\u00fcye t\u0131klamak, kullan\u0131c\u0131n\u0131n onu ilgi cazibeli buldu\u011fu manas\u0131na da gelebiliyor. Bu t\u0131klamalar sonucunda algoritma, emsal ya da dolayl\u0131 yoldan ilgili i\u00e7erikleri kullan\u0131c\u0131lara \u00f6neriyor.<\/p>\n<p><b>Videonun izlenme m\u00fchleti:<\/b><\/p>\n<p>Bir g\u00f6r\u00fcnt\u00fcye t\u0131klaman\u0131n onun sahiden izlendi\u011fi manas\u0131na gelmedi\u011fini anlayan YouTube, 2012 y\u0131l\u0131nda algoritmaya izleme m\u00fcddeti \u00f6zelli\u011fini de ekledi. \u0130zlenme m\u00fcddetleri eklendi\u011finde, YouTube g\u00f6r\u00fcnt\u00fclemelerde y\u00fczde 20 oran\u0131nda bir d\u00fc\u015f\u00fc\u015fle kar\u015f\u0131la\u015ft\u0131\u011f\u0131n\u0131 belirtiyor. Lakin YouTube bunu \u00f6nemsemedi\u011fini zira izleyicilere paha katman\u0131n daha de\u011ferli oldu\u011funu belirtiyor.<\/p>\n<p><b>Anket cevaplar\u0131:<\/b><\/p>\n<p>G\u00f6r\u00fcnt\u00fcleme ya da izleme m\u00fcddetlerinin yan\u0131 s\u0131ra YouTube, kullan\u0131c\u0131lar\u0131n\u0131n izledi\u011fi g\u00f6r\u00fcnt\u00fclerden \u015fad kal\u0131p kalmad\u0131\u011f\u0131n\u0131 anlamak i\u00e7in geri bildirimlere de k\u0131ymet veriyor. Bu sebeple, YouTube izlenen g\u00f6r\u00fcnt\u00fclerden sonra kullan\u0131c\u0131lara 5 y\u0131ld\u0131zl\u0131 bir anket sunarak i\u00e7eri\u011fi puanlamalar\u0131n\u0131 istiyor. Bu kar\u015f\u0131l\u0131klar sonucunda da kullan\u0131c\u0131n\u0131n ilgili oldu\u011fu i\u00e7erikleri sapt\u0131yor.<\/p>\n<p><b>Payla\u015fma, be\u011fenme ya da be\u011fenmeme:<\/b><\/p>\n<p>Kullan\u0131c\u0131lar\u0131n izledikleri g\u00f6r\u00fcnt\u00fcy\u00fc payla\u015fmas\u0131, be\u011fenmesi ya da be\u011fenmemesine nazaran YouTube teklif algoritmas\u0131, kullan\u0131c\u0131n\u0131n ilgili oldu\u011fu i\u00e7eriklere y\u00f6nelik bilgi sahibi oluyor. Kullan\u0131c\u0131lar\u0131n bu butonlar\u0131 kullanmalar\u0131, YouTube algoritmas\u0131 i\u00e7in asl\u0131nda feedback manas\u0131na geliyor.<\/p>\n<div> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0130nternet \u00e7a\u011f\u0131n\u0131n g\u00f6r\u00fcnt\u00fc platformu \u00f6nc\u00fcs\u00fc ve hayat\u0131m\u0131z\u0131n bir kesimi haline gelen YouTube, bir\u00e7ok dal \u00fczere vakit i\u00e7erisinde sistemini yaln\u0131zca &#8230;<\/p>\n","protected":false},"author":1,"featured_media":46262,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[855],"tags":[2131,1063,1195,310,969],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/46261"}],"collection":[{"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=46261"}],"version-history":[{"count":1,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/46261\/revisions"}],"predecessor-version":[{"id":46263,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/posts\/46261\/revisions\/46263"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=\/wp\/v2\/media\/46262"}],"wp:attachment":[{"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46261"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46261"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kutaybilen.com.tr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46261"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}