{"id":4312,"date":"2026-03-15T15:40:08","date_gmt":"2026-03-15T15:40:08","guid":{"rendered":"https:\/\/deniztuncalp.com\/?p=4312"},"modified":"2026-03-15T15:48:49","modified_gmt":"2026-03-15T15:48:49","slug":"yapay-zeka-tekelinin-merkezinde-ne-var","status":"publish","type":"post","link":"https:\/\/deniztuncalp.com\/?p=4312&lang=tr","title":{"rendered":"Yapay Zeka Tekelinin Merkezinde Ne Var?"},"content":{"rendered":"\n<p>B\u00fcy\u00fck dil modelleri etraf\u0131nda olu\u015fan tekelle\u015fmeyi anlamak i\u00e7in yaln\u0131zca model kalitesine bakmak yetmez. Bu modelleri e\u011fitecek hesaplama altyap\u0131s\u0131na kimin eri\u015febildi\u011fi tekelle\u015fmeyi \u00fcretiyor. Temel olarak, GPU \u00e7iplerine eri\u015fim sayesinde yap\u0131labilen b\u00fcy\u00fck model e\u011fitimi oyuncular\u0131n kimler olaca\u011f\u0131n\u0131 belirliyor. Yeterli say\u0131da GPU\u2019ya ula\u015fabilen, bunlar\u0131 \u00f6l\u00e7ekli bi\u00e7imde bir araya getirebilen ve gerekli yaz\u0131l\u0131m y\u0131\u011f\u0131n\u0131n\u0131 kurabilen \u015firketler model yar\u0131\u015f\u0131nda \u00f6ne ge\u00e7iyor.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088-1024x683.jpg\" alt=\"\" class=\"wp-image-4317\" srcset=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088-1024x683.jpg 1024w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088-300x200.jpg 300w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088-768x512.jpg 768w, https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088.jpg 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>GPU d\u0131\u015f\u0131ndaki donan\u0131m se\u00e7enekleri de h\u0131zla art\u0131yor. Google TPU, AWS Trainium ve Inferentia, AMD MI300, Intel Gaudi, Cerebras, Groq ve mobil NPU gibi alternatifler \u00f6zellikle \u00e7\u0131kar\u0131m taraf\u0131nda \u00f6nemli ilerleme sa\u011fl\u0131yor. Ancak tekelle\u015fmeyi \u00fcreten temel mesele model e\u011fitimi. B\u00fcy\u00fck \u00f6l\u00e7ekli LLM e\u011fitimi ve a\u011f\u0131r i\u015f y\u00fcklerinde GPU ve k\u0131smen TPU d\u0131\u015f\u0131nda ger\u00e7ek bir ikame hen\u00fcz olu\u015fmu\u015f de\u011fil. CPU\u2019lar, mobil NPU\u2019lar ve di\u011fer \u00e7ip \u00e7\u00f6z\u00fcmleri b\u00fcy\u00fck \u00f6l\u00e7ekli model e\u011fitiminde ayn\u0131 rol\u00fc \u00fcstlenemiyor.<\/p>\n\n\n\n<p>GPU\u2019ya eri\u015febilen \u015firketler daha b\u00fcy\u00fck modeller e\u011fitiyor; daha b\u00fcy\u00fck modeller daha \u00e7ok kullan\u0131c\u0131 \u00e7ekiyor; daha \u00e7ok kullan\u0131c\u0131 daha fazla veri, gelir ve yat\u0131r\u0131m g\u00fcc\u00fc sa\u011fl\u0131yor. Bu gelir de yeniden GPU birikimine gidiyor. Sonu\u00e7ta teknik \u00fcst\u00fcnl\u00fck sermaye \u00fcst\u00fcnl\u00fc\u011f\u00fcn\u00fc, sermaye \u00fcst\u00fcnl\u00fc\u011f\u00fc de teknik \u00fcst\u00fcnl\u00fc\u011f\u00fc besleyen kapal\u0131 bir d\u00f6ng\u00fc \u00fcretiyor.<\/p>\n\n\n\n<p>GPU \u00e7evresindeki yaz\u0131l\u0131m ekosistemi, bellek mimarisi, y\u00fcksek h\u0131zl\u0131 ba\u011flant\u0131lar ve kurumsal ara\u00e7 zinciri de ayn\u0131 yap\u0131y\u0131 g\u00fc\u00e7lendiriyor. NVIDIA\u2019n\u0131n avantaj\u0131 yaln\u0131zca g\u00fc\u00e7l\u00fc GPU \u00fcretmesi de\u011fil; bu donan\u0131m\u0131n etraf\u0131nda \u00e7al\u0131\u015fan yaz\u0131l\u0131m platformunu ve programlama modelini de kontrol etmesi. Firman\u0131n sahip oldu\u011fu CUDA platformu benzeri yaz\u0131l\u0131m \u00fcst\u00fcnl\u00fc\u011f\u00fc k\u0131r\u0131lmad\u0131k\u00e7a, alternatif \u00e7ipler donan\u0131m d\u00fczeyinde rekabet etse bile piyasa dengesi de\u011fi\u015fmiyor.<\/p>\n\n\n\n<p>K\u0131sacas\u0131, bug\u00fcnk\u00fc az sat\u0131c\u0131l\u0131\/oligopol yapay zeka pazar\u0131n\u0131n merkezinde tek ba\u015f\u0131na LLM modeli sahipli\u011fi de\u011fil, i\u015flem g\u00fcc\u00fc, yani ileri seviye hesaplama altyap\u0131s\u0131na eri\u015fim var. Rekabet m\u00fc\u015fteri taraf\u0131ndaki uygulamalarda a\u00e7\u0131l\u0131yor gibi g\u00f6r\u00fcnebilir, ama as\u0131l g\u00fc\u00e7 model e\u011fitim katman\u0131nda birikiyor. Ve o katmanda ileri seviye GPU eri\u015fimi, tekelle\u015fmenin en \u00f6nemli belirleyicisi. Kimin hangi hesaplama altyap\u0131s\u0131na eri\u015febildi\u011fi ba\u015far\u0131y\u0131 b\u00fcy\u00fck oranda belirliyor.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>B\u00fcy\u00fck dil modelleri etraf\u0131nda olu\u015fan tekelle\u015fmeyi anlamak i\u00e7in yaln\u0131zca model kalitesine bakmak yetmez. Bu modelleri e\u011fitecek hesaplama altyap\u0131s\u0131na kimin eri\u015febildi\u011fi tekelle\u015fmeyi \u00fcretiyor. Temel olarak, GPU \u00e7iplerine eri\u015fim sayesinde yap\u0131labilen b\u00fcy\u00fck model e\u011fitimi oyuncular\u0131n kimler olaca\u011f\u0131n\u0131 belirliyor. Yeterli say\u0131da GPU\u2019ya ula\u015fabilen, bunlar\u0131 \u00f6l\u00e7ekli bi\u00e7imde bir araya getirebilen ve gerekli yaz\u0131l\u0131m y\u0131\u011f\u0131n\u0131n\u0131 kurabilen \u015firketler model yar\u0131\u015f\u0131nda \u00f6ne [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4315,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[86,45,31],"tags":[],"class_list":["post-4312","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>Yapay Zeka Tekelinin Merkezinde Ne Var? - 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=4312&lang=tr\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka Tekelinin Merkezinde Ne Var? - DenizTuncalp.com\" \/>\n<meta property=\"og:description\" content=\"B\u00fcy\u00fck dil modelleri etraf\u0131nda olu\u015fan tekelle\u015fmeyi anlamak i\u00e7in yaln\u0131zca model kalitesine bakmak yetmez. Bu modelleri e\u011fitecek hesaplama altyap\u0131s\u0131na kimin eri\u015febildi\u011fi tekelle\u015fmeyi \u00fcretiyor. Temel olarak, GPU \u00e7iplerine eri\u015fim sayesinde yap\u0131labilen b\u00fcy\u00fck model e\u011fitimi oyuncular\u0131n kimler olaca\u011f\u0131n\u0131 belirliyor. Yeterli say\u0131da GPU\u2019ya ula\u015fabilen, bunlar\u0131 \u00f6l\u00e7ekli bi\u00e7imde bir araya getirebilen ve gerekli yaz\u0131l\u0131m y\u0131\u011f\u0131n\u0131n\u0131 kurabilen \u015firketler model yar\u0131\u015f\u0131nda \u00f6ne [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/deniztuncalp.com\/?p=4312&amp;lang=tr\" \/>\n<meta property=\"og:site_name\" content=\"DenizTuncalp.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-15T15:40:08+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-15T15:48:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/1773574682088sq.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\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:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/#\\\/schema\\\/person\\\/a56d7465e4d1b2e960c528a700aa5e35\"},\"headline\":\"Yapay Zeka Tekelinin Merkezinde Ne Var?\",\"datePublished\":\"2026-03-15T15:40:08+00:00\",\"dateModified\":\"2026-03-15T15:48:49+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr\"},\"wordCount\":441,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/deniztuncalp.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/1773574682088sq.jpg\",\"articleSection\":[\"Strateji\",\"Teknoloji\",\"Yapay Zeka\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr\",\"url\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4312&lang=tr\",\"name\":\"Yapay Zeka Tekelinin Merkezinde Ne Var? 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