{"id":4322,"date":"2026-03-15T16:29:12","date_gmt":"2026-03-15T16:29:12","guid":{"rendered":"https:\/\/deniztuncalp.com\/?p=4322"},"modified":"2026-03-17T14:12:53","modified_gmt":"2026-03-17T14:12:53","slug":"model-egitim-maliyeti-dusurulerek-tekel-kirilabilir-mi","status":"publish","type":"post","link":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr","title":{"rendered":"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi?"},"content":{"rendered":"\n

\u00dcretken Yapay Zeka’daki tekelle\u015fmenin ba\u015fl\u0131ca nedenlerinden birinin ileri seviye GPU\u2019lara eri\u015fim. Buna kar\u015f\u0131n, son d\u00f6nemde, \u00f6zellikle DeepSeek \u00fczerinden, \u00c7inli \u015firketlerin daha d\u00fc\u015f\u00fck maliyetle yetkin modeller e\u011fitebildi\u011fi iddias\u0131 \u00f6ne \u00e7\u0131kt\u0131. \u00c7in\u2019in d\u00fc\u015f\u00fck maliyetli yapay zeka iddias\u0131 ne kadar ger\u00e7ek?<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u00d6nce bir yanl\u0131\u015f okumay\u0131 ay\u0131klamak gerek. DeepSeek\u2019in V3 modelini \u201c5,6 milyon dolara\u201d e\u011fitti\u011fi iddias\u0131 yaln\u0131zca son e\u011fitim ko\u015fusundaki GPU kullan\u0131m maliyetini g\u00f6steriyor. Ar-Ge giderleri, ba\u015far\u0131s\u0131z denemeler, veri haz\u0131rl\u0131\u011f\u0131, personel, veri merkezi yat\u0131r\u0131mlar\u0131, enerji, a\u011f altyap\u0131s\u0131 ve \u00f6nceki mimari iterasyonlar bu hesaba dahil de\u011fil. Dolay\u0131s\u0131yla burada g\u00f6rd\u00fc\u011f\u00fcm\u00fcz \u015fey tam ya\u015fam d\u00f6ng\u00fcs\u00fc maliyeti de\u011fil, dar tan\u0131ml\u0131 bir maliyet kalemi.<\/p>\n\n\n\n

Ama mesele yaln\u0131zca muhasebe oyunu da de\u011fil. \u00c7inli \u015firketler verimlilik kazan\u0131mlar\u0131 sa\u011flad\u0131. \u201cMixture of Experts\u201d (MoE) mimarileri, \u201c8-bit Floating Point\u201d (FP8) e\u011fitim, \u201cMulti-head Latent Attention\u201d (MLA) ve ileti\u015fim optimizasyonu gibi y\u00f6ntemler, model e\u011fitimi i\u00e7in gereken i\u015flem g\u00fcc\u00fcn\u00fc ve donan\u0131m y\u00fck\u00fcn\u00fc azalt\u0131yor. Donan\u0131m k\u0131s\u0131tlar\u0131 alt\u0131nda geli\u015ftirilen bu \u00e7\u00f6z\u00fcmler, ayn\u0131 i\u015fi daha az aktif parametreyle, daha d\u00fc\u015f\u00fck bellek bask\u0131s\u0131yla ve daha s\u0131n\u0131rl\u0131 e\u011fitim maliyetiyle yapmay\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor. Bu y\u00fczden \u00c7in \u00f6rne\u011finde iki durum ayn\u0131 anda ge\u00e7erli. Maliyet raporlamas\u0131 eksik, m\u00fchendislik taraf\u0131ndaki ilerleme ise ger\u00e7ek.<\/p>\n\n\n\n

ABD\u2019nin ihracat kontrolleri de bu geli\u015fmelerde etkili olmu\u015f gibi g\u00f6r\u00fcn\u00fcyor. NVIDIA H100 yerine, ara ba\u011flant\u0131 kapasitesi daha s\u0131n\u0131rl\u0131 H800 gibi \u00e7iplerle \u00e7al\u0131\u015fmak zorunda kalan ekipler, kaba \u00f6l\u00e7ek b\u00fcy\u00fctme yerine optimizasyona y\u00f6nelmi\u015f. Bu bask\u0131 baz\u0131 alanlarda teknik yenilik \u00fcretmi\u015f.<\/p>\n\n\n\n

\u00c7in\u2019in elinde b\u00fcy\u00fck bir donan\u0131m sto\u011fu, i\u00e7 pazar ve g\u00fc\u00e7l\u00fc devlet deste\u011fi var. \u00c7inli modellerin ucuz g\u00f6r\u00fcnmesi sadece teknik verimlilikten kaynaklanm\u0131yor. M\u00fchendis \u00fccretleri ABD\u2019ye g\u00f6re daha d\u00fc\u015f\u00fck. Veri merkezi in\u015faat\u0131 daha ucuz. Enerji ve hesaplama te\u015fvikleri daha yayg\u0131n. B\u00fcy\u00fck platform \u015firketleri yapay zeka hizmetlerini \u00e7apraz s\u00fcbvanse edebiliyor. Bu nedenle d\u00fc\u015f\u00fck API fiyatlar\u0131 her zaman kal\u0131c\u0131 bir maliyet \u00fcst\u00fcnl\u00fc\u011f\u00fcn\u00fc de\u011fil, bilin\u00e7li bir pazar kapma stratejisini yans\u0131t\u0131yor.<\/p>\n\n\n\n

\u00d6zet olarak, GenAI alan\u0131ndaki tekeli k\u0131rman\u0131n bir yolu model e\u011fitim maliyetini d\u00fc\u015f\u00fcren mimari yenilikler, d\u00fc\u015f\u00fck i\u015fg\u00fcc\u00fc maliyetleri, devlet destekleri ve agresif fiyatlamadan gelebilir. E\u011fitilmi\u015f model dosyalar\u0131n\u0131n payla\u015f\u0131lmas\u0131, yeni ekiplerin s\u0131f\u0131rdan model kurmak yerine mevcut modelleri uyarlayarak daha d\u00fc\u015f\u00fck maliyetle ilerlemesini sa\u011fl\u0131yor.<\/p>\n\n\n\n

\u00c7in, maliyeti teknik, ticari ve politik ara\u00e7larla a\u015fa\u011f\u0131 \u00e7ekmeye \u00e7al\u0131\u015f\u0131yor. Bu yakla\u015f\u0131m hen\u00fcz GenAI oligopol\u00fcn\u00fc b\u00fct\u00fcn\u00fcyle da\u011f\u0131tamam\u0131\u015f olsa da, \u00e7ip tekeli alt\u0131ndaki rekabetin zeminini de\u011fi\u015ftiriyor.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u00dcretken Yapay Zeka’daki tekelle\u015fmenin ba\u015fl\u0131ca nedenlerinden birinin ileri seviye GPU\u2019lara eri\u015fim. Buna kar\u015f\u0131n, son d\u00f6nemde, \u00f6zellikle DeepSeek \u00fczerinden, \u00c7inli \u015firketlerin daha d\u00fc\u015f\u00fck maliyetle yetkin modeller e\u011fitebildi\u011fi iddias\u0131 \u00f6ne \u00e7\u0131kt\u0131. \u00c7in\u2019in d\u00fc\u015f\u00fck maliyetli yapay zeka iddias\u0131 ne kadar ger\u00e7ek? \u00d6nce bir yanl\u0131\u015f okumay\u0131 ay\u0131klamak gerek. DeepSeek\u2019in V3 modelini \u201c5,6 milyon dolara\u201d e\u011fitti\u011fi iddias\u0131 yaln\u0131zca son e\u011fitim […]<\/p>\n","protected":false},"author":1,"featured_media":4325,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[41,45,31],"tags":[],"class_list":["post-4322","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pol-tr","category-tekno","category-yz"],"yoast_head":"\nE\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi? - 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=4322&lang=tr\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi? - DenizTuncalp.com\" \/>\n<meta property=\"og:description\" content=\"\u00dcretken Yapay Zeka’daki tekelle\u015fmenin ba\u015fl\u0131ca nedenlerinden birinin ileri seviye GPU\u2019lara eri\u015fim. Buna kar\u015f\u0131n, son d\u00f6nemde, \u00f6zellikle DeepSeek \u00fczerinden, \u00c7inli \u015firketlerin daha d\u00fc\u015f\u00fck maliyetle yetkin modeller e\u011fitebildi\u011fi iddias\u0131 \u00f6ne \u00e7\u0131kt\u0131. \u00c7in\u2019in d\u00fc\u015f\u00fck maliyetli yapay zeka iddias\u0131 ne kadar ger\u00e7ek? \u00d6nce bir yanl\u0131\u015f okumay\u0131 ay\u0131klamak gerek. DeepSeek\u2019in V3 modelini \u201c5,6 milyon dolara\u201d e\u011fitti\u011fi iddias\u0131 yaln\u0131zca son e\u011fitim […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/deniztuncalp.com\/?p=4322&lang=tr\" \/>\n<meta property=\"og:site_name\" content=\"DenizTuncalp.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-15T16:29:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-17T14:12:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/cin-genai-web-sq.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"933\" \/>\n\t<meta property=\"og:image:height\" content=\"933\" \/>\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=4322&lang=tr#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/#\\\/schema\\\/person\\\/a56d7465e4d1b2e960c528a700aa5e35\"},\"headline\":\"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi?\",\"datePublished\":\"2026-03-15T16:29:12+00:00\",\"dateModified\":\"2026-03-17T14:12:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr\"},\"wordCount\":508,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/deniztuncalp.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/cin-genai-web-sq.jpg\",\"articleSection\":[\"Politika\",\"Teknoloji\",\"Yapay Zeka\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr\",\"url\":\"https:\\\/\\\/deniztuncalp.com\\\/?p=4322&lang=tr\",\"name\":\"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi? 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DeepSeek\u2019in V3 modelini \u201c5,6 milyon dolara\u201d e\u011fitti\u011fi iddias\u0131 yaln\u0131zca son e\u011fitim […]","og_url":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr","og_site_name":"DenizTuncalp.com","article_published_time":"2026-03-15T16:29:12+00:00","article_modified_time":"2026-03-17T14:12:53+00:00","og_image":[{"width":933,"height":933,"url":"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/cin-genai-web-sq.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"admin","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr#article","isPartOf":{"@id":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr"},"author":{"name":"admin","@id":"https:\/\/deniztuncalp.com\/#\/schema\/person\/a56d7465e4d1b2e960c528a700aa5e35"},"headline":"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi?","datePublished":"2026-03-15T16:29:12+00:00","dateModified":"2026-03-17T14:12:53+00:00","mainEntityOfPage":{"@id":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr"},"wordCount":508,"commentCount":0,"publisher":{"@id":"https:\/\/deniztuncalp.com\/#organization"},"image":{"@id":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr#primaryimage"},"thumbnailUrl":"https:\/\/deniztuncalp.com\/wp-content\/uploads\/2026\/03\/cin-genai-web-sq.jpg","articleSection":["Politika","Teknoloji","Yapay Zeka"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/deniztuncalp.com\/?p=4322&lang=tr#respond"]}]},{"@type":"WebPage","@id":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr","url":"https:\/\/deniztuncalp.com\/?p=4322&lang=tr","name":"E\u011fitim Maliyeti D\u00fc\u015f\u00fcr\u00fclerek AI Tekeli K\u0131r\u0131labilir Mi? 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