{"id":116448,"date":"2026-01-03T11:08:08","date_gmt":"2026-01-03T11:08:08","guid":{"rendered":"https:\/\/ekamu.net\/?p=116448"},"modified":"2026-01-03T11:08:08","modified_gmt":"2026-01-03T11:08:08","slug":"yapay-zeka-veri-merkezleri-yerine-yerel-cozumler-mumkun-mu","status":"publish","type":"post","link":"https:\/\/ekamu.net\/index.php\/2026\/01\/03\/yapay-zeka-veri-merkezleri-yerine-yerel-cozumler-mumkun-mu\/","title":{"rendered":"Yapay zeka veri merkezleri yerine yerel \u00e7\u00f6z\u00fcmler m\u00fcmk\u00fcn m\u00fc?"},"content":{"rendered":"

<\/span> Yapay zeka veri merkezleri,<\/strong> son y\u0131llarda teknolojik ilerlemenin g\u00f6r\u00fcnmez motoru olarak konumlan\u0131yor. B\u00fcy\u00fck dil modellerinden g\u00f6rsel \u00fcretim ara\u00e7lar\u0131na kadar pek \u00e7ok sistem, devasa sunucu \u00e7iftliklerinde \u00e7al\u0131\u015fan altyap\u0131lara dayan\u0131yor. Ancak bu yap\u0131, y\u00fcksek enerji t\u00fcketimi, su kullan\u0131m\u0131, karbon ayak izi ve veri egemenli\u011fi gibi ciddi sorunlar\u0131 da beraberinde getiriyor. \u0130svi\u00e7re\u2019de geli\u015ftirilen yeni bir yaz\u0131l\u0131m yakla\u015f\u0131m\u0131 ise yapay zeka veri merkezlerine olan bu zorunlu ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 sorgulamaya a\u00e7\u0131yor. <\/figure>\n

\u0130lk bak\u0131\u015fta yapay zeka veri merkezleri vazge\u00e7ilmez gibi g\u00f6r\u00fcn\u00fcyor. \u00c7\u00fcnk\u00fc bug\u00fcn kullan\u0131lan \u00fcretken yapay zeka sistemlerinin b\u00fcy\u00fck b\u00f6l\u00fcm\u00fc, \u00e7\u0131kar\u0131m olarak adland\u0131r\u0131lan ve modelin tahmin \u00fcretmesini sa\u011flayan i\u015flem y\u00fck\u00fcn\u00fc uzaktaki sunuculara g\u00f6nderiyor. Bu s\u00fcre\u00e7, k\u00fcresel \u00f6l\u00e7ekte yapay zeka hesaplama g\u00fcc\u00fcn\u00fcn yakla\u015f\u0131k y\u00fczde 80\u201390\u2019\u0131n\u0131 t\u00fcketiyor. Sonu\u00e7 olarak hem maliyetler art\u0131yor hem de veriler kullan\u0131c\u0131lar\u0131n kontrol\u00fc d\u0131\u015f\u0131na \u00e7\u0131k\u0131yor.<\/p>\n

EPFL ve Anyway Systems, yapay zeka dengelerini nas\u0131l de\u011fi\u015ftiriyor?<\/b><\/p>\n

\u0130svi\u00e7re\u2019nin \u00f6nde gelen ara\u015ft\u0131rma kurumlar\u0131ndan \u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), bu tabloya farkl\u0131 bir yakla\u015f\u0131m getiriyor. EPFL Bilgisayar ve \u0130leti\u015fim Bilimleri Okulu\u2019ndan ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan geli\u015ftirilen Anyway Systems adl\u0131 yaz\u0131l\u0131m, yapay zekan\u0131n uzaktaki veri merkezleri yerine yerel a\u011flar \u00fczerinde <\/strong>\u00e7al\u0131\u015fmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor.<\/p>\n

Anyway Systems\u2019in temel fark\u0131, ChatGPT gibi a\u00e7\u0131k kaynakl\u0131 b\u00fcy\u00fck dil modellerinin k\u0131sa s\u00fcrede indirilebilmesi ve sorgular\u0131n yerel donan\u0131mda i\u015flenebilmesi. Kullan\u0131c\u0131lar, k\u00fcresel bir modele eri\u015fmeye devam ederken verilerini uzak sunuculara g\u00f6ndermek zorunda kalm\u0131yor. \u0130\u015flemler masa\u00fcst\u00fc bilgisayarlar aras\u0131nda da\u011f\u0131t\u0131l\u0131yor ve sistem, mevcut donan\u0131m\u0131 en verimli \u015fekilde kullanacak bi\u00e7imde kendini dengeliyor. \u00d6rne\u011fin y\u00fcz milyarlarca parametreye sahip bir model, yaln\u0131zca birka\u00e7 GPU\u2019nun yer ald\u0131\u011f\u0131 k\u00fc\u00e7\u00fck bir yerel a\u011fda \u00e7al\u0131\u015ft\u0131r\u0131labiliyor.<\/p>\n

<\/span> Elbette bu yakla\u015f\u0131m\u0131n baz\u0131 teknik s\u0131n\u0131rlamalar\u0131 da var. Yerel ve da\u011f\u0131t\u0131k i\u015flem, yan\u0131t s\u00fcrelerinde merkezi veri merkezlerine k\u0131yasla bir miktar yava\u015fl\u0131\u011fa neden olabiliyor. Ancak geli\u015ftiriciler, elde edilen sonu\u00e7lar\u0131n do\u011fruluk a\u00e7\u0131s\u0131ndan e\u015fde\u011fer oldu\u011funu belirtiyor. Ayr\u0131ca kurulum s\u00fcresinin yakla\u015f\u0131k 30 dakika gibi k\u0131sa bir zaman almas\u0131, sistemin pratik kullan\u0131m\u0131n\u0131 destekliyor. <\/figure>\n

B\u00fcy\u00fck ve g\u00fc\u00e7l\u00fc yapay zeka modellerinin, birden fazla kullan\u0131c\u0131 taraf\u0131ndan payla\u015f\u0131lan da\u011f\u0131t\u0131k bir yap\u0131 i\u00e7inde \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 halen \u00f6nemli bir teknik engel. Ayr\u0131ca yapay zeka veri merkezleri tamamen ortadan kalkacak m\u0131 sorusunun ise net bir yan\u0131t\u0131 hen\u00fcz yok. Ancak Anyway Systems \u00f6rne\u011fi, merkezi yap\u0131lara g\u00fc\u00e7l\u00fc bir alternatifin m\u00fcmk\u00fcn oldu\u011funu g\u00f6steriyor. Donan\u0131m kapasitelerinin artmas\u0131 ve maliyetlerin d\u00fc\u015fmesiyle birlikte, yerel yapay zeka \u00e7\u00f6z\u00fcmlerinin daha geni\u015f kitlelere ula\u015fmas\u0131 bekleniyor.<\/p>\n\n

<\/span><\/p>\n

Kaynak :\u00a0https:\/\/www.donanimhaber.com\/yapay-zeka-veri-merkezleri-yerine-yerel-cozumler-mumkun-mu–200441<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"

Yapay zeka veri merkezleri, son y\u0131llarda teknolojik ilerlemenin g\u00f6r\u00fcnmez motoru olarak konumlan\u0131yor. B\u00fcy\u00fck dil modellerinden g\u00f6rsel \u00fcretim ara\u00e7lar\u0131na kadar pek \u00e7ok sistem, devasa sunucu \u00e7iftliklerinde \u00e7al\u0131\u015fan altyap\u0131lara dayan\u0131yor. Ancak bu yap\u0131 …<\/p>\n","protected":false},"author":1,"featured_media":116449,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[2162,421,3590],"class_list":["post-116448","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji","tag-veri-merkezleri","tag-yapay-zeka","tag-yerel"],"_links":{"self":[{"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/posts\/116448","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/comments?post=116448"}],"version-history":[{"count":1,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/posts\/116448\/revisions"}],"predecessor-version":[{"id":116452,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/posts\/116448\/revisions\/116452"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/media\/116449"}],"wp:attachment":[{"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/media?parent=116448"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/categories?post=116448"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ekamu.net\/index.php\/wp-json\/wp\/v2\/tags?post=116448"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}