{"id":4328,"date":"2026-03-15T22:56:04","date_gmt":"2026-03-15T22:56:04","guid":{"rendered":"https:\/\/deniztuncalp.com\/?p=4328"},"modified":"2026-03-16T13:31:45","modified_gmt":"2026-03-16T13:31:45","slug":"cinin-muhendislik-hamleleri-yapay-zeka-yarisini-nasil-etkiliyor","status":"publish","type":"post","link":"https:\/\/deniztuncalp.com\/?p=4328&lang=tr","title":{"rendered":"\u00c7in Yapay Zeka Yar\u0131\u015f\u0131n\u0131 Nas\u0131l Etkiliyor?"},"content":{"rendered":"\n<p>B\u00fcy\u00fck dil modelleri, en temel d\u00fczeyde, b\u00fcy\u00fck metin k\u00fcmeleri \u00fczerinde e\u011fitilen olas\u0131l\u0131k sistemleridir. Kelimeler ve semboller aras\u0131ndaki \u00f6r\u00fcnt\u00fcleri \u00f6\u011frenir, ard\u0131ndan verilen bir ba\u011flama en uygun kelimeler dizisini \u00fcretirler.<\/p>\n\n\n\n<p>ChatGPT, Claude, Gemini benzeri sistemlerin \u00e7al\u0131\u015fma mant\u0131\u011f\u0131 kabaca b\u00f6yledir; ancak bu mant\u0131k \u00e7ok y\u00fcksek bir hesaplama maliyeti yarat\u0131r. Modelin e\u011fitimi s\u0131ras\u0131nda milyarlarca parametre ayarlan\u0131r, \u00e7ok b\u00fcy\u00fck veri k\u00fcmeleri i\u015flenir ve bu s\u00fcre\u00e7 haftalarca, bazen aylarca, binlerce geli\u015fmi\u015f \u00e7ip \u00fczerinde y\u00fcr\u00fct\u00fcl\u00fcr. Bu nedenle, g\u00fc\u00e7l\u00fc bir modeli hangi maliyetle e\u011fitebildi\u011finiz yar\u0131\u015ftaki yerinizi belirliyor.<\/p>\n\n\n\n<p>Daha fazla GPU\u2019ya sahip olan\u0131n \u00f6ne ge\u00e7ti\u011fi bu yar\u0131\u015fta, istedikleri model ve adette \u00e7ipe ula\u015famayan \u00c7inli \u015firketlerin geli\u015ftirdi\u011fi baz\u0131 m\u00fchendislik yakla\u015f\u0131mlar\u0131, ayn\u0131 donan\u0131mdan daha fazla verim al\u0131nabilece\u011fini de g\u00f6sterdi.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/china-ai-web-1280-1024x682.webp\" alt=\"\" class=\"wp-image-4329\" srcset=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/china-ai-web-1280-1024x682.webp 1024w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/china-ai-web-1280-300x200.webp 300w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/china-ai-web-1280-768x512.webp 768w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/china-ai-web-1280.webp 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Bu yakla\u015f\u0131mlardan biri Mixture of Experts (MoE) mimarisi. Geleneksel modellerde her sorguda modelin tamam\u0131 devreye girerken, MoE\u2019de model farkl\u0131 uzman alt a\u011flara ayr\u0131l\u0131yor ve her girdide yaln\u0131zca ilgili b\u00f6l\u00fcmler \u00e7al\u0131\u015ft\u0131r\u0131l\u0131yor. B\u00f6ylece model b\u00fcy\u00fck kal\u0131rken, her i\u015flem i\u00e7in gereken etkin hesaplama maliyeti d\u00fc\u015f\u00fcyor.<\/p>\n\n\n\n<p>Bir di\u011fer \u00f6nemli ara\u00e7 8-bit Floating Point (FP8) e\u011fitimidir. B\u00fcy\u00fck dil modelleri e\u011fitim s\u0131ras\u0131nda say\u0131sal i\u015flemler yapar ve bu i\u015flemlerde kullan\u0131lan say\u0131 g\u00f6steriminin hassasiyeti maliyeti do\u011frudan etkiler. FP8, baz\u0131 i\u015flemleri daha d\u00fc\u015f\u00fck hassasiyetle 8-bit seviyesinde y\u00fcr\u00fcterek bellek kullan\u0131m\u0131n\u0131 ve veri aktar\u0131m y\u00fck\u00fcn\u00fc azalt\u0131r. Bu yakla\u015f\u0131m, modeli basitle\u015ftirmekten \u00e7ok, hassasiyetin nerede d\u00fc\u015f\u00fcr\u00fclebilece\u011fini dikkatle se\u00e7erek e\u011fitim maliyetini a\u015fa\u011f\u0131 \u00e7ekmeyi ama\u00e7lar.<\/p>\n\n\n\n<p>G\u00fcndeme gelen \u00fc\u00e7\u00fcnc\u00fc yenilik MLA ya da Multi-head Latent Attention yakla\u015f\u0131m\u0131. B\u00fcy\u00fck modellerde maliyetin \u00f6nemli bir k\u0131sm\u0131, ba\u011flam\u0131 bellekte tutma zorunlulu\u011fundan gelir. Yan\u0131t\u0131n olu\u015fturulmas\u0131 gereken ba\u011flam uzad\u0131k\u00e7a bellek y\u00fck\u00fc ve veri hareketi artar. MLA, bu y\u00fck\u00fc daha s\u0131k\u0131\u015ft\u0131r\u0131lm\u0131\u015f bir temsil \u00fczerinden y\u00f6neterek verimlilik sa\u011flar. B\u00f6ylece gerekli bilgiyi daha kompakt bi\u00e7imde saklayarak ayn\u0131 i\u015fi daha hafif bir bellek yap\u0131s\u0131yla yapmak hedeflenir.<\/p>\n\n\n\n<p>D\u00f6rd\u00fcnc\u00fc iyile\u015ftirme alan\u0131 ise ileti\u015fim optimizasyonu. B\u00fcy\u00fck modeller tek bir \u00e7ipte de\u011fil, \u00e7ok say\u0131da GPU ve sunucuya da\u011f\u0131t\u0131larak \u00e7al\u0131\u015ft\u0131r\u0131l\u0131yor. Bu durumda sorun yaln\u0131zca hesaplama g\u00fcc\u00fc de\u011fildir; verinin bu par\u00e7alar aras\u0131nda ne kadar h\u0131zl\u0131 ve d\u00fczenli ta\u015f\u0131nd\u0131\u011f\u0131 da kritik hale geliyor. Hesaplama ile veri ileti\u015fimini daha iyi e\u015fle\u015ftiren y\u00f6ntemlerin etkinlik ve verimlilik sa\u011flad\u0131\u011f\u0131 d\u00fc\u015f\u00fcn\u00fcl\u00fcyor.<\/p>\n\n\n\n<p>Donan\u0131m k\u0131s\u0131tlar\u0131 alt\u0131nda maliyeti d\u00fc\u015f\u00fcren ve verimi art\u0131ran m\u00fchendislik \u00e7\u00f6z\u00fcmlerinin uygulanabilmesi \u00c7in\u2019i \u00fcretken yapay zeka yar\u0131\u015f\u0131nda dezavantajl\u0131 konumundan k\u0131smen kurtar\u0131yor. MoE gereksiz hesaplamay\u0131 azalt\u0131yor, FP8 say\u0131sal maliyeti d\u00fc\u015f\u00fcr\u00fcyor, MLA bellek y\u00fck\u00fcn\u00fc hafifletiyor, ileti\u015fim optimizasyonu da da\u011f\u0131t\u0131k sistemlerdeki veri trafi\u011fini daha y\u00f6netilebilir hale getiriyor. B\u00f6ylece \u00c7in elindeki alt model i\u015flemcilere g\u00f6re daha \u00fcst\u00fcn bir performans ortaya koyabiliyor.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>B\u00fcy\u00fck dil modelleri, en temel d\u00fczeyde, b\u00fcy\u00fck metin k\u00fcmeleri \u00fczerinde e\u011fitilen olas\u0131l\u0131k sistemleridir. Kelimeler ve semboller aras\u0131ndaki \u00f6r\u00fcnt\u00fcleri \u00f6\u011frenir, ard\u0131ndan verilen bir ba\u011flama en uygun kelimeler dizisini \u00fcretirler. ChatGPT, Claude, Gemini benzeri sistemlerin \u00e7al\u0131\u015fma mant\u0131\u011f\u0131 kabaca b\u00f6yledir; ancak bu mant\u0131k \u00e7ok y\u00fcksek bir hesaplama maliyeti yarat\u0131r. Modelin e\u011fitimi s\u0131ras\u0131nda milyarlarca parametre ayarlan\u0131r, \u00e7ok b\u00fcy\u00fck veri [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4330,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86,45,31],"tags":[],"class_list":["post-4328","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-strateji","category-tekno","category-yz"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u00c7in Yapay Zeka Yar\u0131\u015f\u0131n\u0131 Nas\u0131l Etkiliyor? - DenizTuncalp.com<\/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:\/\/deniztuncalp.com\/?p=4328&lang=tr\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u00c7in Yapay Zeka Yar\u0131\u015f\u0131n\u0131 Nas\u0131l Etkiliyor? - DenizTuncalp.com\" \/>\n<meta property=\"og:description\" content=\"B\u00fcy\u00fck dil modelleri, en temel d\u00fczeyde, b\u00fcy\u00fck metin k\u00fcmeleri \u00fczerinde e\u011fitilen olas\u0131l\u0131k sistemleridir. Kelimeler ve semboller aras\u0131ndaki \u00f6r\u00fcnt\u00fcleri \u00f6\u011frenir, ard\u0131ndan verilen bir ba\u011flama en uygun kelimeler dizisini \u00fcretirler. ChatGPT, Claude, Gemini benzeri sistemlerin \u00e7al\u0131\u015fma mant\u0131\u011f\u0131 kabaca b\u00f6yledir; ancak bu mant\u0131k \u00e7ok y\u00fcksek bir hesaplama maliyeti yarat\u0131r. 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