{"id":847,"date":"2026-08-20T00:03:53","date_gmt":"2026-08-19T21:03:53","guid":{"rendered":"https:\/\/www.tayfnews.tech\/tr\/genel\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/"},"modified":"2026-08-20T00:03:53","modified_gmt":"2026-08-19T21:03:53","slug":"nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor","status":"publish","type":"post","link":"https:\/\/www.tayfnews.tech\/tr\/technology\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/","title":{"rendered":"NVIDIA, Federe \u00c7ok Modlu Yapay Zeka \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 Geli\u015ftiriyor"},"content":{"rendered":"<p><strong>NVIDIA<\/strong>, hassas veri kay\u0131tlar\u0131n\u0131 merkezile\u015ftirmeden da\u011f\u0131t\u0131k ortamlarda \u00e7ok modlu yapay zeka modellerini e\u011fitmek i\u00e7in NVIDIA FLARE kullanan kurumsal i\u015f ak\u0131\u015flar\u0131n\u0131 detayland\u0131rd\u0131. Modern vizyon-dil mimarileri, genellikle s\u0131k\u0131 uyumluluk gereksinimlerine sahip farkl\u0131 kurumsal s\u0131n\u0131rlar i\u00e7inde yer alan devasa ve \u00f6zelle\u015ftirilmi\u015f veri setleri gerektirir. Kurulu\u015flar, merkezi olmayan e\u011fitim s\u00fcre\u00e7lerini koordine ederek, s\u0131k\u0131 kurum i\u00e7i veri y\u00f6netimini s\u00fcrd\u00fcr\u00fcrken geli\u015fmi\u015f vizyon-dil modellerini ortakla\u015fa optimize edebilir.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_86 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.tayfnews.tech\/tr\/technology\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/#Cok_Modlu_Veri_Merkezilestirmenin_Zorlugu\" >\u00c7ok Modlu Veri Merkezile\u015ftirmenin Zorlu\u011fu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.tayfnews.tech\/tr\/technology\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/#Vizyon-Dil_Modelleri_Icin_Federe_Ogrenme_Mimarisi\" >Vizyon-Dil Modelleri \u0130\u00e7in Federe \u00d6\u011frenme Mimarisi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.tayfnews.tech\/tr\/technology\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/#Federe_Cok_Modlu_Is_Akislarinin_Temel_Avantajlari\" >Federe \u00c7ok Modlu \u0130\u015f Ak\u0131\u015flar\u0131n\u0131n Temel Avantajlar\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.tayfnews.tech\/tr\/technology\/nvidia-federe-cok-modlu-yapay-zeka-is-akislarini-gelistiriyor\/#Kurumlar_Arasi_Is_Birligi_Icin_Etkiler\" >Kurumlar Aras\u0131 \u0130\u015f Birli\u011fi \u0130\u00e7in Etkiler<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Cok_Modlu_Veri_Merkezilestirmenin_Zorlugu\"><\/span>\u00c7ok Modlu Veri Merkezile\u015ftirmenin Zorlu\u011fu<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vizyon-dil modelleri (VLM), karma\u015f\u0131k g\u00f6rsel sahneleri metinsel komut istemleriyle birlikte ba\u011flamsalla\u015ft\u0131rmak i\u00e7in bilgisayarla g\u00f6r\u00fc ile do\u011fal dil i\u015flemeyi birle\u015ftirir. Temel VLM&#8217;leri sa\u011fl\u0131k, end\u00fcstriyel denetim ve yasal uyumluluk gibi \u00f6zel alanlara uyarlamak, hassas tescilli veri setlerine eri\u015fim gerektirir. Ancak kurumsal gizlilik mandates ve d\u00fczenleyici \u00e7er\u00e7eveler, ham g\u00f6r\u00fcnt\u00fclerin ve belgelerin merkezi sunucularda veya \u00fc\u00e7\u00fcnc\u00fc taraf bulut platformlar\u0131nda toplanmas\u0131n\u0131 yasaklar.<\/p>\n<p>Bu merkezsizle\u015ftirme, izole veri silolar\u0131 yaratarak tek bir kurulu\u015fun, sa\u011flam temel mimarileri ba\u011f\u0131ms\u0131z olarak e\u011fitmek i\u00e7in gereken y\u00fcksek kaliteli \u00e7ok modlu \u00f6rneklerin hacmini ve \u00e7e\u015fitlili\u011fini toplamas\u0131n\u0131 engeller.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Vizyon-Dil_Modelleri_Icin_Federe_Ogrenme_Mimarisi\"><\/span>Vizyon-Dil Modelleri \u0130\u00e7in Federe \u00d6\u011frenme Mimarisi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Federe \u00f6\u011frenme, ham kay\u0131tlar\u0131 kesinlikle yerel tutarken da\u011f\u0131t\u0131k istemci sitelerinde e\u011fitimi koordine ederek bu veri darbo\u011fazlar\u0131n\u0131 \u00e7\u00f6zer. Merkezi bir depoya hassas medya aktarmak yerine, merkezi d\u00fczenleyici k\u00fcresel model mimarisini kat\u0131lan d\u00fc\u011f\u00fcmlere g\u00f6nderir. Her d\u00fc\u011f\u00fcm, \u00f6zel verilerine kar\u015f\u0131 yerel e\u011fitim iterasyonlar\u0131 ger\u00e7ekle\u015ftirir ve yaln\u0131zca parametre g\u00fcncellemelerini veya gradyan hesaplamalar\u0131n\u0131 toplama sunucusuna geri iletir.<\/p>\n<p><strong>NVIDIA FLARE<\/strong> (Federe \u00d6\u011frenme Uygulama \u00c7al\u0131\u015fma Zaman\u0131 Ortam\u0131), bu karma\u015f\u0131k \u00e7ok kurumlu operasyonlar\u0131 koordine etmek i\u00e7in tasarlanm\u0131\u015f a\u00e7\u0131k kaynakl\u0131, alandan ba\u011f\u0131ms\u0131z bir temel sa\u011flar. \u00c7al\u0131\u015fma zaman\u0131, heterojen altyap\u0131 genelinde s\u00fcrekli model optimizasyonunu s\u00fcrd\u00fcrmek i\u00e7in ileti\u015fim protokollerini, y\u00fcr\u00fctme boru hatlar\u0131n\u0131 ve toplama algoritmalar\u0131n\u0131 y\u00f6netir.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Federe_Cok_Modlu_Is_Akislarinin_Temel_Avantajlari\"><\/span>Federe \u00c7ok Modlu \u0130\u015f Ak\u0131\u015flar\u0131n\u0131n Temel Avantajlar\u0131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><strong>Veri Gizlili\u011finin Korunmas\u0131:<\/strong> Ham g\u00f6rsel varl\u0131klar, tescilli belgeler ve kurumsal meta veriler tamamen yerel g\u00fcvenlik \u00e7evreleri i\u00e7inde kal\u0131r.<\/li>\n<li><strong>Silo Aras\u0131 \u00c7ok Modlu Uyum:<\/strong> Vizyon-dil kodlay\u0131c\u0131lar\u0131n\u0131n ve \u00e7apraz dikkat mekanizmalar\u0131n\u0131n, kay\u0131tlar\u0131 havuzda toplamak zorunda kalmadan farkl\u0131 da\u011f\u0131l\u0131mlardan ortak g\u00f6mmeler (embeddings) \u00f6\u011frenmesini sa\u011flar.<\/li>\n<li><strong>Standartla\u015ft\u0131r\u0131lm\u0131\u015f D\u00fczenleme:<\/strong> \u00c7e\u015fitli bilgi i\u015flem ortamlar\u0131nda i\u015f y\u00f6netimini, istemci-sunucu senkronizasyonunu ve toplama stratejilerini basitle\u015ftirir.<\/li>\n<li><strong>\u0130\u015fbirlik\u00e7i Genelle\u015ftirme:<\/strong> Birden fazla kurumsal kat\u0131l\u0131mc\u0131dan gelen \u00e7e\u015fitli \u00f6zellik temsillerini birle\u015ftirerek yerelle\u015ftirilmi\u015f veri setlerindeki a\u015f\u0131r\u0131 uyumu (overfitting) azalt\u0131r.<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Kurumlar_Arasi_Is_Birligi_Icin_Etkiler\"><\/span>Kurumlar Aras\u0131 \u0130\u015f Birli\u011fi \u0130\u00e7in Etkiler<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vizyon-dil modelleri i\u00e7in federe i\u015f ak\u0131\u015flar\u0131n\u0131n da\u011f\u0131t\u0131lmas\u0131, yap\u0131land\u0131r\u0131lm\u0131\u015f gradyan senkronizasyonu ve mod\u00fcler e\u011fitim boru hatlar\u0131 arac\u0131l\u0131\u011f\u0131yla y\u00fcksek hesaplama ve ileti\u015fim y\u00fck\u00fcn\u00fc ele al\u0131r. Bu mimari, i\u015fletmelere ve ara\u015ft\u0131rma kurumlar\u0131na, yasal uyumlulu\u011fu veya g\u00fcvenlik s\u0131n\u0131rlar\u0131n\u0131 tehlikeye atmadan en son teknoloji \u00fcr\u00fcn\u00fc \u00e7ok modlu yapay zekay\u0131 i\u015fbirlik\u00e7i bir \u015fekilde \u00f6l\u00e7eklendirmek i\u00e7in pratik bir plan sunar.<\/p>\n<p><em>Kaynak: <a href=\"https:\/\/developer.nvidia.com\/blog\/building-federated-multimodal-ai-workflows-with-nvidia-flare\/\" target=\"_blank\" rel=\"noopener noreferrer\">Orijinal Makale<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA, da\u011f\u0131t\u0131k kurumsal ortamlarda \u00e7ok modlu yapay zeka modelleri i\u00e7in veri gizlili\u011fini koruyan federe \u00f6\u011frenme i\u015f ak\u0131\u015flar\u0131n\u0131 hayata ge\u00e7iriyor.<\/p>\n","protected":false},"author":1,"featured_media":846,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowrrDMDA:productID":"","footnotes":"","rank_math_focus_keyword":"NVIDIA, Federe \u00d6\u011frenme, \u00c7ok Modlu Yapay Zeka, FLARE, Gizlilik, \u0130\u015f Ak\u0131\u015flar\u0131","rank_math_title":"NVIDIA, Federe \u00c7ok Modlu Yapay Zeka \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 Geli\u015ftiriyor","rank_math_description":"NVIDIA, da\u011f\u0131t\u0131k kurumsal ortamlarda \u00e7ok modlu yapay zeka modelleri i\u00e7in veri gizlili\u011fini koruyan federe \u00f6\u011frenme i\u015f ak\u0131\u015flar\u0131n\u0131 hayata ge\u00e7iriyor."},"categories":[2],"tags":[],"class_list":["post-847","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts\/847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/comments?post=847"}],"version-history":[{"count":0,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/posts\/847\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/media\/846"}],"wp:attachment":[{"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/media?parent=847"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/categories?post=847"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tayfnews.tech\/tr\/wp-json\/wp\/v2\/tags?post=847"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}