{"id":3662,"date":"2024-11-12T03:45:12","date_gmt":"2024-11-12T00:45:12","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/"},"modified":"2024-11-12T03:45:12","modified_gmt":"2024-11-12T00:45:12","slug":"tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/","title":{"rendered":"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme"},"content":{"rendered":"<p>Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme<\/p>\n<p>G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler. <\/p>\n<p>\u00c7oklu modlu \u00f6\u011frenmenin g\u00fcc\u00fc, bu verilerin farkl\u0131 modalitelerden edinilen bilgilerini bir araya getirmesine dayan\u0131r. \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fcy\u00fc metinle e\u015fle\u015ftirerek, g\u00f6r\u00fcnt\u00fcn\u00fcn daha derinlemesine bir \u015fekilde anla\u015f\u0131lmas\u0131na yard\u0131mc\u0131 olabiliriz.  Bu, bir g\u00f6r\u00fcnt\u00fcn\u00fcn i\u00e7eri\u011fini daha iyi tan\u0131mlamam\u0131z\u0131 ve do\u011fal dil i\u015fleme g\u00f6revlerini geli\u015ftirmemizi sa\u011flar. \u00c7oklu modlu \u00f6\u011frenme, g\u00f6r\u00fcnt\u00fc tan\u0131ma, do\u011fal dil i\u015fleme, makine \u00e7evirisi ve robotik gibi bir\u00e7ok alanda \u00f6nemli uygulamalar bulmaktad\u0131r.<\/p>\n<h2>Tek Bir GPU ile Verimli \u00c7oklu Modlu \u00d6\u011frenmenin Avantajlar\u0131<\/h2>\n<p>G\u00fcn\u00fcm\u00fczde genellikle \u00e7oklu modlu \u00f6\u011frenme modelleri, hesaplama g\u00fcc\u00fc a\u00e7\u0131s\u0131ndan yo\u011fun bir i\u015flem gerektirir ve bu nedenle genellikle \u00e7ok say\u0131da GPU gerektirir. Ancak, \u00f6nceden e\u011fitilmi\u015f modellerin kullan\u0131m\u0131, bu zorluklar\u0131 azaltarak tek bir GPU&#8217;da verimli \u00e7oklu modlu \u00f6\u011frenme olana\u011f\u0131 sa\u011flar.<\/p>\n<p>\u00d6nceden e\u011fitilmi\u015f modeller, b\u00fcy\u00fck veri k\u00fcmeleri \u00fczerinde e\u011fitilmi\u015f ve \u00e7e\u015fitli g\u00f6revlerde iyi performans g\u00f6steren modellerdir. Bu modeller, \u00f6zel bir g\u00f6reve uyarlanabilir, bu da yeni bir modeli s\u0131f\u0131rdan e\u011fitme ihtiyac\u0131n\u0131 ortadan kald\u0131r\u0131r ve \u00f6nemli miktarda zaman ve hesaplama kayna\u011f\u0131 tasarrufu sa\u011flar.<\/p>\n<p>Tek bir GPU ile verimli \u00e7oklu modlu \u00f6\u011frenme, kaynak s\u0131n\u0131rl\u0131 ortamlar i\u00e7in uygundur ve a\u015fa\u011f\u0131daki avantajlar\u0131 sunar:<\/p>\n<ul>\n<li>D\u00fc\u015f\u00fck hesaplama maliyeti<\/li>\n<li>K\u0131s\u0131tl\u0131 kaynaklarda y\u00fcksek performans<\/li>\n<li>H\u0131zl\u0131 ve etkili model uyarlamas\u0131<\/li>\n<\/ul>\n<h2>Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenmenin Uygulamalar\u0131<\/h2>\n<p>Tek bir GPU&#8217;da \u00f6nceden e\u011fitilmi\u015f modeller kullanarak verimli \u00e7oklu modlu \u00f6\u011frenme, \u00e7e\u015fitli uygulamalar i\u00e7in b\u00fcy\u00fck potansiyel sunmaktad\u0131r. Bunlardan baz\u0131lar\u0131:<\/p>\n<ul>\n<li>G\u00f6r\u00fcnt\u00fc ve metin e\u015fle\u015ftirmesi: G\u00f6r\u00fcnt\u00fcdeki nesneleri, sahneleri ve kavramlar\u0131 tan\u0131mlamak i\u00e7in \u00f6nceden e\u011fitilmi\u015f bir g\u00f6rsel dil modeli kullanarak g\u00f6r\u00fcnt\u00fcler i\u00e7in metin a\u00e7\u0131klamalar\u0131 olu\u015fturmak veya belirli metinlere kar\u015f\u0131l\u0131k gelen g\u00f6r\u00fcnt\u00fcler bulmak.<\/li>\n<li>\u00c7oklu modlu makine \u00e7evirisi: Bir dildeki bir c\u00fcmleyi ba\u015fka bir dile \u00e7evirebilen, hem metin hem de ses gibi farkl\u0131 modalitelerden gelen verileri kullanabilen bir model olu\u015fturmak.<\/li>\n<li>\u00c7oklu modlu bilgi geri alma: Farkl\u0131 modalitelerde (\u00f6rne\u011fin metin, g\u00f6r\u00fcnt\u00fc ve video) bilgi arayarak, verileri daha kapsaml\u0131 ve anlaml\u0131 bir \u015fekilde analiz ederek kullan\u0131c\u0131lara daha iyi sonu\u00e7lar sunmak.<\/li>\n<\/ul>\n<h2>\u00d6nceden E\u011fitilmi\u015f Modellerin Se\u00e7imi ve Uygulamas\u0131<\/h2>\n<p>Tek bir GPU&#8217;da verimli \u00e7oklu modlu \u00f6\u011frenme i\u00e7in \u00f6nceden e\u011fitilmi\u015f modeller se\u00e7erken, a\u015fa\u011f\u0131daki fakt\u00f6rleri g\u00f6z \u00f6n\u00fcnde bulundurmak \u00f6nemlidir:<\/p>\n<ul>\n<li>Modelin \u00f6zel g\u00f6rev i\u00e7in uygunlu\u011fu<\/li>\n<li>Modelin boyutu ve hesaplama gereksinimleri<\/li>\n<li>Modelin e\u011fitim verileri ve performans\u0131<\/li>\n<\/ul>\n<p>Uygulamada, \u00f6nceden e\u011fitilmi\u015f bir model, \u00f6zel bir g\u00f6reve uygun hale getirilebilir. Bu, ince ayar ad\u0131 verilen bir i\u015flemle ger\u00e7ekle\u015ftirilir, burada model, hedef g\u00f6rev i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015f k\u00fc\u00e7\u00fck bir veri k\u00fcmesi \u00fczerinde e\u011fitilerek, modelin belirli bir g\u00f6revde performans\u0131n\u0131 iyile\u015ftirmeye yard\u0131mc\u0131 olur.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Tek bir GPU&#8217;da \u00f6nceden e\u011fitilmi\u015f modeller kullanarak verimli \u00e7oklu modlu \u00f6\u011frenme, kaynak s\u0131n\u0131rl\u0131 ortamlarda bile g\u00fc\u00e7l\u00fc ve etkili \u00e7oklu modlu modeller geli\u015ftirme olana\u011f\u0131 sunmaktad\u0131r. Bu yakla\u015f\u0131m, zaman ve hesaplama kayna\u011f\u0131 tasarrufu sa\u011flar ve farkl\u0131 modalitelerden gelen bilgileri bir araya getirerek, bir\u00e7ok uygulamada \u00f6nemli geli\u015fmelere olanak sa\u011flar.<\/p>\n<p>Daha fazla bilgi edinmek ve bu alandaki en son geli\u015fmeleri takip etmek i\u00e7in benim <a href=\"https:\/\/fatihsoysal.com\/\">web sitesini<\/a> ziyaret edebilirsiniz. <\/p>\n<h2>#Etiketler<\/h2>\n<p>#\u00c7okluModlu\u00d6\u011frenme #\u00d6ncedenE\u011fitilmi\u015fModeller #GPU #Verimlilik #YapayZeka #Makine\u00d6\u011frenmesi #Derin\u00d6\u011frenme #G\u00f6r\u00fcnt\u00fcTan\u0131ma #Do\u011falDil\u0130\u015fleme<\/p>\n","protected":false},"excerpt":{"rendered":"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa&hellip;","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-3662","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>Tek Bir GPU&#039;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.\" \/>\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\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tek Bir GPU&#039;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-12T00:45:12+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=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme\",\"datePublished\":\"2024-11-12T00:45:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\"},\"wordCount\":703,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\",\"name\":\"Tek Bir GPU'da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-11-12T00:45:12+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Tek Bir GPU'da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme","description":"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/","og_locale":"tr_TR","og_type":"article","og_title":"Tek Bir GPU'da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme","og_description":"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.","og_url":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2024-11-12T00:45:12+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme","datePublished":"2024-11-12T00:45:12+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/"},"wordCount":703,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/","url":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/","name":"Tek Bir GPU'da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2024-11-12T00:45:12+00:00","description":"G\u00fcn\u00fcm\u00fczde yapay zeka, veri miktar\u0131ndaki h\u0131zl\u0131 art\u0131\u015fa paralel olarak b\u00fcy\u00fck bir ivme kazanm\u0131\u015ft\u0131r. Bu verilerin \u00e7o\u011funlu\u011fu, metin, g\u00f6r\u00fcnt\u00fc, ses ve video gibi farkl\u0131 modlarda bulunmaktad\u0131r. \u00c7oklu modlu \u00f6\u011frenme, farkl\u0131 modalitelerden gelen verileri entegre ederek bu verilerin daha zengin bir \u015fekilde anla\u015f\u0131lmas\u0131n\u0131 ve kullan\u0131lmas\u0131n\u0131 hedefler.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/tek-bir-gpuda-onceden-egitilmis-modeller-kullanarak-verimli-coklu-modlu-ogrenme\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Tek Bir GPU&#8217;da \u00d6nceden E\u011fitilmi\u015f Modeller Kullanarak Verimli \u00c7oklu Modlu \u00d6\u011frenme"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/3662","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=3662"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/3662\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=3662"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=3662"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=3662"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}