{"id":6225,"date":"2024-01-23T06:05:28","date_gmt":"2024-01-23T06:05:28","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6225"},"modified":"2024-01-23T06:05:30","modified_gmt":"2024-01-23T06:05:30","slug":"buyuk-dil-modeli-llm-nedir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/buyuk-dil-modeli-llm-nedir\/","title":{"rendered":"B\u00fcy\u00fck Dil Modeli (LLM) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6225\" class=\"elementor elementor-6225\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a134c50 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a134c50\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-98c957d\" data-id=\"98c957d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-665396b elementor-widget elementor-widget-shortcode\" data-id=\"665396b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6f91f98 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6f91f98\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d49e1ce\" data-id=\"d49e1ce\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bb9d800 elementor-widget elementor-widget-heading\" data-id=\"bb9d800\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modeli (LLM) Nedir?<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7566600 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7566600\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9f42164\" data-id=\"9f42164\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-32b42fb elementor-widget elementor-widget-text-editor\" data-id=\"32b42fb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 gizmo:py-2 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>B\u00fcy\u00fck Dil Modeli (LLM), do\u011fal dilin anla\u015f\u0131lmas\u0131 ve \u00fcretilmesi amac\u0131yla geli\u015ftirilmi\u015f bir makine \u00f6\u011frenme algoritmas\u0131d\u0131r. B\u00fcy\u00fck miktarlarda veri ve derin \u00f6\u011frenme teknikleri kullan\u0131larak e\u011fitilen LLM&#8217;ler, kelimelerin anlam\u0131n\u0131 ve ba\u011flam\u0131n\u0131 anlama yetene\u011fine sahiptir. Bu \u00f6zellik, <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> sohbet robotlar\u0131n\u0131n, yazma ve \u00f6zetleme konular\u0131nda kullan\u0131c\u0131larla veya yapay zeka metin olu\u015fturucular\u0131yla etkile\u015fimde bulunmas\u0131na olanak tan\u0131r.<\/p><p><strong>B\u00dcY\u00dcK D\u0130L MODEL\u0130 NED\u0130R?<\/strong><br \/>B\u00fcy\u00fck Dil Modelleri (LLM&#8217;ler), do\u011fal dilin anla\u015f\u0131lmas\u0131 ve \u00fcretilmesi i\u00e7in derin \u00f6\u011frenme tekniklerini ve geni\u015f veri setlerini kullanan makine \u00f6\u011frenme algoritmalar\u0131d\u0131r. Bu modeller, kelime ve c\u00fcmle anlamlar\u0131n\u0131 anlama yetenekleri sayesinde metin olu\u015fturma, dil \u00e7evirisi ve i\u00e7erik \u00f6zetleme gibi g\u00f6revlerde ba\u015far\u0131l\u0131 olabilirler.<\/p><p>LLM&#8217;ler, girdi olarak ald\u0131klar\u0131 bilgi istemi veya soru gibi verileri kullanarak karma\u015f\u0131k sinir a\u011flar\u0131n\u0131 kullanarak mant\u0131kl\u0131 \u00e7\u0131kt\u0131lar \u00fcretirler. Bu s\u00fcrecin temelinde, LLM&#8217;ler petabaytlarca veriye dayan\u0131r ve genellikle en az bir milyar parametreden olu\u015fur (e\u011fitimli bir modelin yeni i\u00e7erik \u00fcretmesini sa\u011flayan de\u011fi\u015fkenler). Daha fazla parametre, genellikle bir modelin daha karma\u015f\u0131k bir dil anlay\u0131\u015f\u0131na sahip olmas\u0131 ve \u00e7e\u015fitli g\u00f6revlerde daha \u00fcst\u00fcn performans sergilemesi anlam\u0131na gelir.<\/p><p>Bug\u00fcn\u00fcn LLM&#8217;leri, y\u0131llarca s\u00fcren do\u011fal dil i\u015fleme ve yapay zeka inovasyonlar\u0131n\u0131n bir \u00fcr\u00fcn\u00fcd\u00fcr ve OpenAI&#8217;nin ChatGPT ve Google&#8217;\u0131n Bard gibi aray\u00fczler \u00fczerinden eri\u015filebilirler. Bu modeller, dil ile ilgili g\u00f6revleri otomatikle\u015ftirmek i\u00e7in g\u00fc\u00e7l\u00fc ara\u00e7lar olarak hizmet verir, bu da ya\u015fam tarz\u0131m\u0131z\u0131, \u00e7al\u0131\u015fma \u015feklimizi ve yaratma bi\u00e7imimizi devrim yaratmaktad\u0131r.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b959b2 elementor-widget elementor-widget-image\" data-id=\"3b959b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"474\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-1024x576.webp\" class=\"attachment-large size-large wp-image-6216\" alt=\"\u00dcretken Yapay Zeka&#039;dan Korkmay\u0131n!\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-1024x576.webp 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-300x169.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-768x432.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-1536x864.webp 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin-18x10.webp 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/01\/Uretken-Yapay-Zekadan-Korkmayin.webp 1600w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u00dcretken Yapay Zeka'dan Korkmay\u0131n!<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4245b7 elementor-widget elementor-widget-heading\" data-id=\"b4245b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modelleri Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-267cbb5 elementor-widget elementor-widget-text-editor\" data-id=\"267cbb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00d6zetle, Dil Modeli Modelleri (LLM&#8217;ler), birinci olarak bir komut veya sorgu gibi girdiyi al\u0131r, ikinci olarak petabaytlarca metin verisi \u00fczerinde e\u011fitilmi\u015f bilgiyi uygular ve nihayetinde karma\u015f\u0131k sinir a\u011flar\u0131n\u0131 kullanarak ba\u011flamsal olarak ilgili \u00e7\u0131kt\u0131lar\u0131 do\u011fru bir \u015fekilde tahmin edip \u00fcretir.<\/p><p><strong>VER\u0130<\/strong><br \/>Bu modellerin bu yetenekleri geli\u015ftirebilmesi i\u00e7in \u00f6ncelikle petabaytlarca metin verisiyle e\u011fitilmesi gerekmektedir. Bu genellikle internetten al\u0131nan, minimum d\u00fczeyde temizlik veya etiketleme ile kullan\u0131lan yap\u0131land\u0131r\u0131lmam\u0131\u015f verileri i\u00e7erir. Veri seti, Wikipedia sayfalar\u0131, kitaplar, sosyal medya ba\u015fl\u0131klar\u0131 ve haber makaleleri gibi \u00e7e\u015fitli kaynaklar\u0131 kapsayabilir. Bu s\u00fcre\u00e7te, trilyonlarca kelime eklenerek dilbilgisinden, yaz\u0131mdan ve anlamland\u0131rmadan \u00f6rnekler elde edilebilir.<\/p><p><strong>E\u011e\u0130T\u0130M S\u00dcREC\u0130<\/strong><br \/>Daha sonra, modelin \u00f6nceki kelimelerin ba\u011flam\u0131n\u0131 kullanarak bir c\u00fcmledeki sonraki kelimeyi tahmin etmeyi \u00f6\u011frenmesi i\u00e7in ger\u00e7ek e\u011fitim s\u00fcreci gelir. LLM&#8217;ler genellikle s\u0131ral\u0131 verileri i\u015fleme yetene\u011finde \u00f6ne \u00e7\u0131kan d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc sinir a\u011flar\u0131na dayan\u0131r. Bu mimari, tokenize edilmi\u015f bir kelime dizisine olas\u0131l\u0131k puan\u0131 atayarak kelimeler aras\u0131ndaki ili\u015fkileri tan\u0131ma kabiliyetini sa\u011flar.<\/p><p>Activeloop&#8217;un CMO&#8217;su Mikayel Harutyunyan, s\u00fcreci bir dedektiflik i\u015flemine benzetiyor ve belirli kelimelere, ifadelere ve karakterlere a\u011f\u0131rl\u0131k vererek LLM&#8217;nin ili\u015fkileri anlama yetene\u011fini vurgular.<\/p><p><strong>Denetimsiz \u00d6\u011frenme<\/strong><br \/>E\u011fitim, modelin dilin kurallar\u0131n\u0131 ve yap\u0131s\u0131n\u0131 \u00f6\u011frenmesini sa\u011flayan denetimsiz \u00f6\u011frenme yoluyla ger\u00e7ekle\u015fir. Model, zaman i\u00e7inde verilerdeki kal\u0131plar\u0131 ve ili\u015fkileri belirleme yetene\u011fini geli\u015ftirir. ThirdAI&#8217;nin \u00fcr\u00fcn ba\u015fkan yard\u0131mc\u0131s\u0131 Vinod Iyengar, LLM&#8217;leri \u00f6\u011fretmek i\u00e7in karma\u015f\u0131k bir i\u00e7 mant\u0131\u011fa gerek olmad\u0131\u011f\u0131n\u0131 belirterek, yeterli say\u0131da do\u011fru ve yanl\u0131\u015f \u00f6rnek g\u00f6stermenin genellikle yeterli oldu\u011funu a\u00e7\u0131klar.<\/p><p><strong>\u00c7IKTI<\/strong><br \/>Sonu\u00e7 olarak, LLM&#8217;ler, kullan\u0131c\u0131n\u0131n verdi\u011fi komutu anlayabilen ve ba\u011flamsal olarak uygun bir yan\u0131t \u00fcretebilen bir noktaya gelir. Bu yetenek, \u00e7ok \u00e7e\u015fitli metin olu\u015fturma g\u00f6revlerinde kullan\u0131labilir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b038d4f elementor-widget elementor-widget-html\" data-id=\"b038d4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<iframe width=\"753\" height=\"423\" src=\"https:\/\/www.youtube.com\/embed\/zizonToFXDs\" title=\"Introduction to large language models\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eeaa2af elementor-widget elementor-widget-heading\" data-id=\"eeaa2af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modeli T\u00fcrleri<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d6ff10 elementor-widget elementor-widget-text-editor\" data-id=\"4d6ff10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Her biri, \u00f6zel yeteneklere sahip bir dizi b\u00fcy\u00fck dil modeli bulunmaktad\u0131r, bu da onlar\u0131 belirli uygulamalarda ideal k\u0131lan \u00f6zelliklere i\u015faret eder.<\/p><p><strong>SIFIR ATI\u015eLI \u00d6\u011eRENME MODEL\u0130<\/strong><br \/>S\u0131f\u0131r at\u0131\u015fl\u0131 \u00f6\u011frenme modelleri, daha \u00f6nce kar\u015f\u0131la\u015fmad\u0131klar\u0131 g\u00f6revleri anlama ve ger\u00e7ekle\u015ftirme yetene\u011fine sahiptirler. Yeni bir g\u00f6rev i\u00e7in \u00f6zel \u00f6rnekler veya e\u011fitim gerektirmeyen bu modeller, genelle\u015ftirilmi\u015f dil anlay\u0131\u015flar\u0131n\u0131 kullanarak olaylar\u0131 an\u0131nda \u00e7\u00f6zebilirler.<\/p><p>\u00d6rne\u011fin, e\u011fer bir s\u0131f\u0131r at\u0131\u015fl\u0131 \u00f6\u011frenme modeline &#8220;LLM alm\u0131\u015f biri olarak, a\u015fa\u011f\u0131daki \u0130ngilizce metni Frans\u0131zcaya \u00e7evirin: Bug\u00fcn hava \u00e7ok g\u00fczel&#8221; gibi bir bilgi talebi verirseniz, model \u00f6zel bir e\u011fitim almadan \u00e7eviriyi ba\u015farabilir. Konu\u015fmaya dayal\u0131 yapay zeka \u015firketi Gupshup&#8217;un CEO&#8217;su Beerud Sheth, Yerle\u015fik&#8217;e \u015funlar\u0131 s\u00f6yledi:<\/p><p><strong>\u0130NCE AYARLI MODEL<\/strong><br \/>\u0130nce ayarl\u0131 modeller, belirli bir g\u00f6revi daha iyi ger\u00e7ekle\u015ftirmek veya belirli bir konuda daha bilgili olmak amac\u0131yla ek, alana \u00f6zg\u00fc verilerle e\u011fitilmi\u015f modellerdir. \u0130nce ayarlama s\u00fcreci, denetimli bir \u00f6\u011frenme s\u00fcrecidir; yani modelin kavramlar\u0131 daha do\u011fru bir \u015fekilde tan\u0131mlayabilmesi i\u00e7in etiketlenmi\u015f \u00f6rnekler i\u00e7eren bir veri k\u00fcmesi gerektirir.<\/p><p>\u00d6rne\u011fin, bir modelin daha do\u011fru t\u0131bbi te\u015fhisler \u00fcretmesini istiyorsan\u0131z, geni\u015f bir t\u0131bbi kay\u0131t veri k\u00fcmesi \u00fczerinde ince ayar yap\u0131lmas\u0131 gerekir. Ya da bir modelin belirli bir \u015firket i\u00e7in markaya uygun pazarlama i\u00e7eri\u011fi olu\u015fturabilmesini istiyorsan\u0131z, modelin o \u015firketin verileri kullan\u0131larak e\u011fitilmesi gerekmektedir.<\/p><p><strong>\u00c7OK MODLU MODEL<\/strong><br \/>Ba\u015flang\u0131\u00e7ta, LLM&#8217;ler \u00f6zellikle metin i\u00e7in ayarlanm\u0131\u015ft\u0131, ancak \u00e7ok modlu modeller karma\u015f\u0131k algoritmalar ve sinir a\u011flar\u0131 kullanarak g\u00f6r\u00fcnt\u00fcleri, videolar\u0131 ve hatta sesi i\u015fleyebilirler. Sheth, &#8220;Bu y\u00f6ntemleri birle\u015ftiren i\u00e7eri\u011fi anlamak ve olu\u015fturmak i\u00e7in farkl\u0131 kaynaklardan gelen bilgileri entegre ediyorlar&#8221; dedi.<\/p><p>\u00d6rne\u011fin, &#8220;\u00c7ok modlu bir LLM&#8217;ye hem metin hem de g\u00f6rsel girebilirsiniz ve bu, hem g\u00f6rsel i\u00e7eri\u011fi hem de sa\u011flanan metinsel ba\u011flam\u0131 dikkate alarak g\u00f6rsel i\u00e7in a\u00e7\u0131klay\u0131c\u0131 bir ba\u015fl\u0131k olu\u015fturabilir,&#8221; diye ekledi Sheth.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51f933e elementor-widget elementor-widget-image\" data-id=\"51f933e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"750\" height=\"442\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/11\/Uretken-Yapay-Zeka-Daha-Kapsayici-Dijital-Deneyimleri-Nasil-Saglayacak.jpeg\" class=\"attachment-large size-large wp-image-6135\" alt=\"\u00dcretken Yapay Zeka Daha Kapsay\u0131c\u0131 Dijital Deneyimleri Nas\u0131l Sa\u011flayacak\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/11\/Uretken-Yapay-Zeka-Daha-Kapsayici-Dijital-Deneyimleri-Nasil-Saglayacak.jpeg 750w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/11\/Uretken-Yapay-Zeka-Daha-Kapsayici-Dijital-Deneyimleri-Nasil-Saglayacak-300x177.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/11\/Uretken-Yapay-Zeka-Daha-Kapsayici-Dijital-Deneyimleri-Nasil-Saglayacak-18x12.jpeg 18w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u00dcretken Yapay Zeka Daha Kapsay\u0131c\u0131 Dijital Deneyimleri Nas\u0131l Sa\u011flayacak<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3e3fbd elementor-widget elementor-widget-heading\" data-id=\"f3e3fbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modeli Uygulamalar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba4faa3 elementor-widget elementor-widget-text-editor\" data-id=\"ba4faa3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fcy\u00fck dil modelleri, geni\u015f bir kullan\u0131m senaryosu yelpazesine uygulanabilir ve \u00e7e\u015fitli sekt\u00f6rlerde \u00f6nemli rol oynayabilir. A\u015fa\u011f\u0131da, bu teknolojinin yayg\u0131n olarak kullan\u0131ld\u0131\u011f\u0131 baz\u0131 alanlara dair \u00f6rnekler bulunmaktad\u0131r.<\/p><p><strong>Metin \u00dcretimi:<\/strong><br \/>Bu modeller, LLM d\u00fczeyinde, Instagram ba\u015fl\u0131klar\u0131, blog yaz\u0131lar\u0131 veya gizemli romanlar gibi bir\u00e7ok farkl\u0131 konuda metin \u00fcretebilirler. Ayr\u0131ca, belirli bir sesi veya ruh halini taklit etme yetenekleri sayesinde, William Shakespeare tarz\u0131nda bir g\u00f6zleme tarifi veya Z Ku\u015fa\u011f\u0131 k\u0131z\u0131n\u0131n pazarlama e-postas\u0131 gibi \u00f6zel tarzlarda metinler olu\u015fturabilirler.<\/p><p><strong>Kod Olu\u015fturma:<\/strong><br \/>LLM d\u00fczeyindeki dil modelleri, geli\u015ftiricilere kod yazma, mevcut koddaki hatalar\u0131 bulma ve farkl\u0131 programlama dilleri aras\u0131nda \u00e7eviri yapma konular\u0131nda yard\u0131mc\u0131 olabilir. Ayn\u0131 zamanda, kodlama ile ilgili sorular\u0131 anla\u015f\u0131l\u0131r bir dille yan\u0131tlayabilirler.<\/p><p><strong>\u0130\u00e7erik Eri\u015fimi ve \u00d6zetleme:<\/strong><br \/>Bu modeller, uzun belgelerden \u00f6nemli bilgileri h\u0131zl\u0131 bir \u015fekilde \u00f6zetleme yetenekleri ile \u00f6ne \u00e7\u0131kar. \u00d6nemli fikirleri \u00e7\u0131karabilir, ba\u011flam\u0131 anlayabilir ve orijinal i\u00e7eri\u011fin \u00f6z\u00fcn\u00fc yans\u0131tan k\u0131sa \u00f6zetler olu\u015fturabilirler. \u00d6rne\u011fin, bir avukat, LLM&#8217;i kullanarak uzun s\u00f6zle\u015fmeleri \u00f6zetleyebilir veya ke\u015fif s\u00fcrecinde binlerce sayfal\u0131k kan\u0131ttan \u00f6nemli bilgileri \u00e7\u0131karabilir.<\/p><p>Bu teknoloji ayn\u0131 zamanda arama motorlar\u0131na da entegre edilebilir; bu sayede model, kullan\u0131c\u0131lar\u0131n Google ve Bing gibi sitelerdeki arama sorgular\u0131na sade ve anla\u015f\u0131l\u0131r yan\u0131tlar \u00fcretebilir.<\/p><p><strong>Konu\u015fmaya Dayal\u0131 Yapay Zeka:<\/strong><br \/>B\u00fcy\u00fck dil modelleri, yapay zeka asistanlar\u0131n\u0131n kullan\u0131c\u0131larla daha do\u011fal ve ak\u0131c\u0131 bir \u015fekilde ileti\u015fim kurmas\u0131na olanak tan\u0131r. \u0130nce ayarlarla, m\u00fc\u015fteri deste\u011fi veya mali yard\u0131m gibi belirli bir amaca g\u00f6re ki\u015fiselle\u015ftirilebilirler.<\/p><p><strong>Dil \u00c7evirisi:<\/strong><br \/>LLM&#8217;ler, sosyal medya g\u00f6nderilerinden \u00fcr\u00fcn a\u00e7\u0131klamalar\u0131na kadar her t\u00fcrl\u00fc metni h\u0131zl\u0131 ve do\u011fru bir \u015fekilde \u00e7evirme yetene\u011fine sahiptir. Model, belirli bir konuya veya co\u011frafi b\u00f6lgeye g\u00f6re ayarlanabilir, b\u00f6ylece \u00e7eviriler sadece ger\u00e7ek anlamlar\u0131 de\u011fil, ayn\u0131 zamanda jargon, argo ve k\u00fclt\u00fcrel n\u00fcanslar\u0131 da i\u00e7erebilir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-964541b elementor-widget elementor-widget-heading\" data-id=\"964541b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modellerinin Avantajlar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db9639e elementor-widget elementor-widget-text-editor\" data-id=\"db9639e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fcy\u00fck dil modelleri, teknolojinin en dinamik alanlar\u0131ndan biri haline gelmi\u015ftir ve bir dizi avantaj sunmaktad\u0131r. \u0130\u015fte bu avantajlardan baz\u0131lar\u0131:<\/p><p><strong>1. \u00c7ok Y\u00f6nl\u00fc ve Ki\u015fiselle\u015ftirilebilir:<\/strong><br \/>Dil modelleri, genellikle \u00e7ok y\u00f6nl\u00fcl\u00fckleriyle bilinir. \u0130\u015f teklifleri yazmaktan belgeleri terc\u00fcme etmeye kadar geni\u015f bir g\u00f6rev yelpazesini ba\u015far\u0131yla ger\u00e7ekle\u015ftirebilirler. Ayn\u0131 zamanda do\u011fal dilin anla\u015f\u0131lmas\u0131 ve \u00fcretilmesi yetenekleri, belirli end\u00fcstri veya uygulamalara \u00f6zelle\u015ftirilebilme yetene\u011fi sunar. Bu, herhangi bir kurulu\u015fun veya bireyin bu modelleri kendi ihtiya\u00e7lar\u0131na g\u00f6re uyarlayabilmesi anlam\u0131na gelir.<\/p><p><strong>2. Hukuk LLM&#8217;leri Zaman Al\u0131c\u0131 G\u00f6revleri H\u0131zland\u0131rabilir:<\/strong><br \/>Genellikle LLM&#8217;ler, normalde saatler veya g\u00fcnler s\u00fcrecek g\u00f6revleri birka\u00e7 saniye i\u00e7inde tamamlayarak ger\u00e7ek zamanl\u0131 yan\u0131tlar \u00fcretebilirler. Bu modeller, b\u00fcy\u00fck belgeleri ve veri k\u00fcmelerini h\u0131zla tarayabilir ve otomatik olarak de\u011ferli bilgiler \u00e7\u0131karabilir. Rutin ve zaman al\u0131c\u0131 g\u00f6revlerin otomatikle\u015ftirilmesi, insanlar\u0131n daha karma\u015f\u0131k ve stratejik \u00e7abalar\u0131na odaklanabilmelerine olanak tan\u0131r.<\/p><p><strong>3. S\u00fcrekli Geli\u015fim:<\/strong><br \/>Dil modelleri, s\u00fcrekli olarak yeni verilerle \u00f6\u011frenme yetene\u011fine sahiptir. Yeni bilgilerle kar\u015f\u0131la\u015ft\u0131k\u00e7a, ko\u015fullara ve dil de\u011fi\u015fimlerine adapte olabilirler. Bu s\u00fcrekli \u00f6\u011frenme sayesinde zaman i\u00e7inde performanslar\u0131n\u0131 art\u0131rabilirler.<\/p><p><strong>4. Sonsuz Uygulamalar:<\/strong><br \/>\u00c7ok y\u00f6nl\u00fc ve s\u00fcrekli geli\u015fen yap\u0131lar\u0131 nedeniyle dil modellerinin s\u0131n\u0131rs\u0131z uygulama potansiyeli bulunmaktad\u0131r. M\u00fczik s\u00f6zleri yazmaktan ila\u00e7 ke\u015ffine kadar geni\u015f bir yelpazede kullan\u0131labilirler. Teknoloji ilerledik\u00e7e, bu modellerin yeteneklerinin s\u0131n\u0131rlar\u0131 s\u00fcrekli olarak geni\u015flemekte ve yenilik\u00e7i \u00e7\u00f6z\u00fcmler ya\u015fam\u0131n her alan\u0131nda vadetmektedir.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd79482 elementor-widget elementor-widget-heading\" data-id=\"bd79482\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">B\u00fcy\u00fck Dil Modellerinin Zorluklar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b77ef5 elementor-widget elementor-widget-text-editor\" data-id=\"1b77ef5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>T\u00fcm bu hususlar g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, Dil ve Dil Modelleme (LLM) sistemleri kesinlikle kusursuz de\u011fildir. Di\u011fer teknolojiler gibi, bunlar da \u00e7e\u015fitli zorluklar ve olumsuzluklarla birlikte gelir.<\/p><p><strong>LLM&#8217;ler HATALI SONU\u00c7LAR \u00dcRETEB\u0130L\u0130R<\/strong><br \/>LLM&#8217;ler genellikle mant\u0131k, ak\u0131l y\u00fcr\u00fctme ve do\u011frulu\u011fa kar\u015f\u0131 m\u00fccadele ederler, bu da yanl\u0131\u015f veya yan\u0131lt\u0131c\u0131 sonu\u00e7lara yol a\u00e7abilir; bu durum, AI hal\u00fcsinasyonlar\u0131 olarak bilinen bir olguyu i\u00e7erir. Daha da endi\u015fe verici olan, bir modelin yanl\u0131\u015f anlad\u0131\u011f\u0131n\u0131 her zaman a\u00e7\u0131k\u00e7a ortaya koymamas\u0131d\u0131r. LLM&#8217;ler, bilgileri anlaml\u0131 ve gramatik a\u00e7\u0131dan do\u011fru ifadelerle paketler, bu da \u00e7\u0131kt\u0131lar\u0131n\u0131n ger\u00e7ek olarak kabul edilmesini kolayla\u015ft\u0131r\u0131r. Ancak, bu modellerin sadece son derece karma\u015f\u0131k bir kelime tahmin motoru oldu\u011funu unutmak \u00f6nemlidir.<\/p><p>Harutyunyan, Activeloop&#8217;tan, &#8220;\u0130statistiksel olarak hangi kelimenin veya sembol\u00fcn en do\u011fru olaca\u011f\u0131n\u0131 tahmin etmeye \u00e7al\u0131\u015ft\u0131klar\u0131n\u0131&#8221; belirtti. &#8220;\u0130yi duyulsa da asl\u0131nda do\u011fru olmayan \u015feyleri bulabilirler.&#8221;<\/p><p><strong>LLM&#8217;LER \u00d6NYARGILI OLMA E\u011e\u0130L\u0130M\u0130NDED\u0130R<\/strong><br \/>Bir LLM e\u011fitim verileriyle beslendi\u011finde, bu verilerde bulunan \u00f6nyarg\u0131lar\u0131 devral\u0131r ve bu da kullan\u0131c\u0131lar\u0131 \u00fczerinde daha b\u00fcy\u00fck etkilere neden olabilecek \u00f6nyarg\u0131l\u0131 \u00e7\u0131kt\u0131lara yol a\u00e7abilir. Veriler genellikle insanlar\u0131n ve deneyimlerinin \u00e7arp\u0131k ve eksik temsillerini i\u00e7erir, bu da genelde d\u00fcnyadaki \u00f6nyarg\u0131lar\u0131 yans\u0131tma e\u011filimindedir. Bu nedenle, bir model bu temelde in\u015fa edilirse, bu kusurlar\u0131 yans\u0131tacak ve hatta b\u00fcy\u00fctecektir. Bu durum en iyi ihtimalle rahats\u0131z edici veya hatal\u0131 \u00e7\u0131kt\u0131lara, en k\u00f6t\u00fc ihtimalle ise yapay zekan\u0131n otomatik ayr\u0131mc\u0131l\u0131k olaylar\u0131na yol a\u00e7abilir.<\/p><p><strong>LLM&#8217;LER \u0130NT\u0130HAL END\u0130\u015eELER\u0130N\u0130 ARTIRAB\u0130L\u0130R<\/strong><br \/>LLM verileri s\u00f6z konusu oldu\u011funda, telif hakk\u0131yla korunan materyallerin adil kullan\u0131m\u0131 (\u015fu an i\u00e7in) ge\u00e7erlidir. Ancak bu, bu modellerin benzer veya hatta tamamen kopyalanan yan\u0131tlar \u00fcretebilece\u011fi konusunda endi\u015fe duyan haber kaynaklar\u0131, yazarlar ve di\u011fer yarat\u0131c\u0131lar aras\u0131nda daha b\u00fcy\u00fck bir tart\u0131\u015fmaya ve hatta baz\u0131 hukuki davalar\u0131n ba\u015flamas\u0131na neden olmu\u015ftur. Bu, fikri m\u00fclkiyet haklar\u0131, intihal ve adil kullan\u0131m doktrini konusundaki etik ve yasal endi\u015feleri beraberinde getirirken, ABD Telif Hakk\u0131 B\u00fcrosu&#8217;nun yapay zeka taraf\u0131ndan \u00fcretilen eserlerin telif hakk\u0131na tabi olamayaca\u011f\u0131n\u0131 a\u00e7\u0131k\u00e7a belirtmesiyle de daha karma\u015f\u0131k bir hale gelmi\u015ftir.<\/p><p><strong>LLM&#8217;iN \u00c7IKTILARI HER ZAMAN A\u00c7IKLANAMAZ<\/strong><br \/>Bir dil modelinin belirli bir tepkiyi tam olarak nas\u0131l veya neden \u00fcretti\u011fini anlamak genellikle zordur (bazen imkans\u0131z olmasa da). Bu durum, hal\u00fcsinasyonlar, \u00f6nyarg\u0131lar ve intihal gibi sorunlar\u0131 \u00e7\u00f6zmeyi zorla\u015ft\u0131r\u0131r. Bu, bu algoritmalar\u0131 ve \u00fczerinde \u00e7al\u0131\u015ft\u0131klar\u0131 karma\u015f\u0131k matematiksel kal\u0131plar\u0131 anlamada bile yapay zeka uzmanlar\u0131 i\u00e7in ge\u00e7erlidir.<\/p><p>ThirdAI&#8217;den Iyengar, &#8220;\u00c7al\u0131\u015fan ve birbiriyle etkile\u015fim halinde olan 100 milyar parametre ile, hangi parametre setinin belirli bir tepkiye katk\u0131da bulundu\u011funu belirtmek ger\u00e7ekten zor&#8221; dedi.<\/p><p><strong>LLM \u00c7EVRESEL KAYGILARA NEDEN OLUYOR<\/strong><br \/>Belki de LLM&#8217;lerle ilgili en b\u00fcy\u00fck sorun &#8211; en az\u0131ndan k\u00fcresel anlamda &#8211; \u00e7evresel bask\u0131d\u0131r. Derin \u00f6\u011frenme modellerini e\u011fitmek, \u00f6nemli bir hesaplama g\u00fcc\u00fc gerektirir ve genellikle b\u00fcy\u00fck karbon ve su ayak izleri b\u0131rak\u0131r.<\/p><p>2019&#8217;da yay\u0131nlanan bir ara\u015ft\u0131rma makalesi, sadece bir modelin e\u011fitiminin 626.000 pound&#8217;dan fazla karbondioksit salabilece\u011fini buldu; bu, ortalama bir Amerikan arabas\u0131n\u0131n \u00f6m\u00fcr boyu emisyonlar\u0131n\u0131n neredeyse be\u015f kat\u0131d\u0131r. 2023&#8217;te yay\u0131nlanan ba\u015fka bir makale, GPT-3 dil modelinin e\u011fitiminin Microsoft&#8217;un veri merkezlerinin g\u00fcnde 700.000 litre tatl\u0131 su kullanmas\u0131n\u0131 gerektirdi\u011fini ortaya koydu. Ve bu modellerin \u00e7evresel etkileri, yayg\u0131nla\u015ft\u0131k\u00e7a daha da k\u00f6t\u00fcle\u015fmektedir.<\/p><p>Elbette yapay zekan\u0131n iklim de\u011fi\u015fikli\u011fiyle m\u00fccadelede yararl\u0131 bir ara\u00e7 oldu\u011fu kan\u0131tlanm\u0131\u015ft\u0131r. LLM&#8217;ler, su ve karbon ayak izlerini azaltmaya y\u00f6nelik \u00e7abalar i\u00e7erisindedir. Ancak, yapay zekan\u0131n d\u00fcnyam\u0131z \u00fczerindeki etkisinin ikili do\u011fas\u0131, ara\u015ft\u0131rmac\u0131lar\u0131, \u015firketleri ve kullan\u0131c\u0131lar\u0131 bu teknolojinin gelecekteki kullan\u0131m\u0131 konusunda d\u00fc\u015f\u00fcnmeye zorlamaktad\u0131r.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b9ee1ae elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9ee1ae\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5cd9fde\" data-id=\"5cd9fde\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b47bfb elementor-widget elementor-widget-image\" data-id=\"3b47bfb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-125270e elementor-widget elementor-widget-heading\" data-id=\"125270e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e2948c elementor-widget elementor-widget-heading\" data-id=\"4e2948c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98be2f8 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"98be2f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3af2a9d\" data-id=\"3af2a9d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-89b3405 elementor-widget elementor-widget-heading\" data-id=\"89b3405\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e9429b premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"6e9429b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"6225\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\r\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\r\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>B\u00fcy\u00fck Dil Modeli (LLM) Nedir? B\u00fcy\u00fck Dil Modeli (LLM), do\u011fal dilin anla\u015f\u0131lmas\u0131 ve \u00fcretilmesi amac\u0131yla geli\u015ftirilmi\u015f bir makine \u00f6\u011frenme algoritmas\u0131d\u0131r. B\u00fcy\u00fck miktarlarda veri ve derin&hellip;<\/p>","protected":false},"author":1,"featured_media":6226,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[114,123,17],"class_list":["post-6225","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-dil-modeli","tag-llm","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=6225"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6225\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6226"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}