{"id":38813,"date":"2026-02-08T12:30:42","date_gmt":"2026-02-08T09:30:42","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/"},"modified":"2026-02-08T12:30:42","modified_gmt":"2026-02-08T09:30:42","slug":"derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/","title":{"rendered":"Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek"},"content":{"rendered":"<h2>Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek<\/h2>\n<p>\n    Derin \u00f6\u011frenme, yapay zeka alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7an ba\u015far\u0131lara imza atm\u0131\u015ft\u0131r ve bu ba\u015far\u0131n\u0131n temelinde genellikle <strong>Geriye Yay\u0131l\u0131m (Backpropagation)<\/strong> algoritmas\u0131 yatar. Ancak, Backpropagation&#8217;\u0131n yayg\u0131nl\u0131\u011f\u0131na ra\u011fmen, hesaplama maliyeti, biyolojik ger\u00e7ek\u00e7ilikten uzakl\u0131\u011f\u0131 ve gradyan sorunlar\u0131 gibi \u00e7e\u015fitli s\u0131n\u0131rlamalar\u0131 bulunmaktad\u0131r. Bu makale, derin \u00f6\u011frenme modellerini geriye yay\u0131l\u0131m olmaks\u0131z\u0131n e\u011fitmeyi ama\u00e7layan alternatif yakla\u015f\u0131mlar\u0131, bunlar\u0131n potansiyelini ve gelecekteki yerini inceleyecektir. Amac\u0131m\u0131z, bu yenilik\u00e7i y\u00f6ntemlerin derin \u00f6\u011frenmenin gelece\u011fini nas\u0131l \u015fekillendirebilece\u011fini ortaya koymakt\u0131r.\n<\/p>\n<h2>Backpropagation Neden Bir Sorun Olabilir?<\/h2>\n<p>\n    Backpropagation, derin sinir a\u011flar\u0131n\u0131n e\u011fitiminde standart bir y\u00f6ntem olsa da, baz\u0131 temel zorluklar\u0131 beraberinde getirir. Bu zorluklar, ara\u015ft\u0131rmac\u0131lar\u0131 alternatif \u00f6\u011frenme mekanizmalar\u0131 aramaya itmektedir.\n<\/p>\n<h3>Hesaplama Maliyeti ve Bellek T\u00fcketimi<\/h3>\n<p>\n    Backpropagation, her ileri besleme ad\u0131m\u0131nda ara aktivasyonlar\u0131 depolamak zorundad\u0131r. Bu depolama, gradyanlar\u0131 hesaplamak i\u00e7in kritik olup, \u00f6zellikle \u00e7ok derin a\u011flar ve b\u00fcy\u00fck<\/p>\n","protected":false},"excerpt":{"rendered":"Derin \u00f6\u011frenme, yapay zeka alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7an ba\u015far\u0131lara imza atm\u0131\u015ft\u0131r ve bu ba\u015far\u0131n\u0131n temelinde genellikle Geriye Yay\u0131l\u0131m (Backpropagation&#8230;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-38813","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek - Kodlar\u0131n Gizemli D\u00fcnyas\u0131<\/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:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek\" \/>\n<meta property=\"og:description\" content=\"Derin \u00f6\u011frenme, yapay zeka alan\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7an ba\u015far\u0131lara imza atm\u0131\u015ft\u0131r ve bu ba\u015far\u0131n\u0131n temelinde genellikle Geriye Yay\u0131l\u0131m (Backpropagation...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-08T09:30:42+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek\",\"datePublished\":\"2026-02-08T09:30:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\"},\"wordCount\":199,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/#respond\"]}],\"copyrightYear\":\"2026\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/derin-ogrenmede-geriye-yayilim-olmadan-ogrenme-alternatif-yontemler-ve-gelecek\/\",\"name\":\"Derin \u00d6\u011frenmede Geriye Yay\u0131l\u0131m Olmadan \u00d6\u011frenme: Alternatif Y\u00f6ntemler ve Gelecek - 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