{"id":106,"date":"2026-06-11T09:00:00","date_gmt":"2026-06-11T09:00:00","guid":{"rendered":"https:\/\/ozgenseremet.com.tr\/?p=106"},"modified":"2026-06-11T09:00:00","modified_gmt":"2026-06-11T09:00:00","slug":"buyuk-dil-modelleri-nasil-calisir","status":"publish","type":"post","link":"https:\/\/ozgenseremet.com.tr\/index.php\/2026\/06\/11\/buyuk-dil-modelleri-nasil-calisir\/","title":{"rendered":"B\u00fcy\u00fck Dil Modelleri Nas\u0131l \u00c7al\u0131\u015f\u0131r? Basit Bir Anlat\u0131m"},"content":{"rendered":"<p>B\u00fcy\u00fck dil modelleri karma\u015f\u0131k g\u00f6r\u00fcnse de temel \u00e7al\u0131\u015fma prensibi \u015fa\u015f\u0131rt\u0131c\u0131 derecede basit bir fikre dayan\u0131yor: bir c\u00fcmlenin devam\u0131nda hangi kelimenin gelme ihtimalinin y\u00fcksek oldu\u011funu tahmin etmek. Model, internetteki devasa miktarda metni okuyarak kelimeler aras\u0131ndaki istatistiksel ili\u015fkileri \u00f6\u011freniyor.<\/p>\n<p>Bu tahmin i\u015flemi tek kelimeyle s\u0131n\u0131rl\u0131 kalm\u0131yor; model bir sonraki kelimeyi, ondan sonrakini, derken b\u00fct\u00fcn bir paragraf\u0131 ad\u0131m ad\u0131m \u00fcretiyor. Her ad\u0131mda \u00f6nceki ba\u011flam\u0131 dikkate alarak bir sonraki en olas\u0131 par\u00e7ay\u0131 se\u00e7iyor. Bu s\u00fcrece otoregresif \u00fcretim deniyor.<\/p>\n<p>Modelin anlad\u0131\u011f\u0131 izlenimi veren \u015fey asl\u0131nda bu istatistiksel \u00f6r\u00fcnt\u00fclerin devasa \u00f6l\u00e7ekte \u00f6\u011frenilmi\u015f olmas\u0131. Model milyarlarca c\u00fcmle \u00f6rne\u011finden dil yap\u0131s\u0131n\u0131, mant\u0131ksal ak\u0131\u015f\u0131 ve hatta baz\u0131 ak\u0131l y\u00fcr\u00fctme kal\u0131plar\u0131n\u0131 dolayl\u0131 yoldan i\u00e7selle\u015ftiriyor \u2014 ama bu, insan\u0131n anlama bi\u00e7iminden temelde farkl\u0131 bir mekanizma.<\/p>\n<p>Bu fark\u0131n pratik sonucu \u015fu: model bazen \u00e7ok ak\u0131c\u0131 ama yanl\u0131\u015f bilgi \u00fcretebilir, \u00e7\u00fcnk\u00fc \u00f6ncelik verdi\u011fi \u015fey istatistiksel olarak ak\u0131c\u0131 bir devam bulmak, mutlak do\u011fruluk de\u011fil. Bu y\u00fczden \u00f6zellikle \u00f6nemli kararlarda \u00fcretilen bilgiyi ba\u011f\u0131ms\u0131z kaynaklarla do\u011frulamak h\u00e2l\u00e2 kullan\u0131c\u0131n\u0131n sorumlulu\u011funda.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ChatGPT ve benzeri ara\u00e7lar\u0131n arkas\u0131ndaki temel fikri, teknik jargona bo\u011fulmadan anlatmaya \u00e7al\u0131\u015f\u0131yoruz.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-106","post","type-post","status-publish","format-standard","hentry","category-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/posts\/106","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/comments?post=106"}],"version-history":[{"count":0,"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/posts\/106\/revisions"}],"wp:attachment":[{"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/media?parent=106"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/categories?post=106"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ozgenseremet.com.tr\/index.php\/wp-json\/wp\/v2\/tags?post=106"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}