{"id":6574,"date":"2024-04-18T04:29:00","date_gmt":"2024-04-18T04:29:00","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6574"},"modified":"2024-04-18T04:29:01","modified_gmt":"2024-04-18T04:29:01","slug":"llmlerde-buyuk-dil-modellerinde-ince-ayar-nasil-ve-neden-yapilir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/llmlerde-buyuk-dil-modellerinde-ince-ayar-nasil-ve-neden-yapilir\/","title":{"rendered":"LLM&#8217;lerde (B\u00fcy\u00fck Dil Modellerinde) \u0130nce Ayar Nas\u0131l ve Neden Yap\u0131l\u0131r?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6574\" class=\"elementor elementor-6574\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42b44cc elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"42b44cc\" data-element_type=\"section\" 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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\" 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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-c16f242\" data-id=\"c16f242\" 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-5f6765c elementor-widget elementor-widget-heading\" data-id=\"5f6765c\" 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\">LLM'lerde (B\u00fcy\u00fck Dil Modellerinde) \u0130nce Ayar Nas\u0131l ve Neden Yap\u0131l\u0131r?<\/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-c566a11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c566a11\" 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-bd9576d\" data-id=\"bd9576d\" 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-a5f4ffb elementor-widget elementor-widget-text-editor\" data-id=\"a5f4ffb\" 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 modelleri (LLM), <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> sahas\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7an do\u011fal dil i\u015fleme yetenekleriyle \u00f6n plana \u00e7\u0131km\u0131\u015ft\u0131r.<\/p><p>Bu modeller genellikle belirli bir g\u00f6rev veya uzmanl\u0131k alan\u0131n\u0131n \u00f6zel gereksinimlerine uygun olmayan geni\u015f bir veri yelpazesinde e\u011fitilirler. \u00c7o\u011fu i\u015fletme i\u00e7in, temel modellerin olu\u015fturulmas\u0131 gerekli de\u011fildir; \u00f6nceden e\u011fitilmi\u015f b\u00fcy\u00fck dil modellerini do\u011frudan birden fazla g\u00f6rev i\u00e7in kullanabilir veya h\u0131zla devreye alabilirsiniz.<\/p><p>Ancak, ince ayar i\u015flemi, dil modellerini belirli g\u00f6revlere uyarlamak ve performanslar\u0131n\u0131 art\u0131rmak i\u00e7in yayg\u0131n bir y\u00f6ntem haline gelmi\u015ftir.<\/p><p>Son zamanlarda geli\u015ftirilen yeni teknikler, modelin son katmanlar\u0131n\u0131n g\u00fcncellenmesi yerine, modelin kendi ba\u015f\u0131na \u00e7ok \u00e7e\u015fitli veri k\u00fcmelerinden \u00f6\u011frenmesine izin vererek bu s\u0131n\u0131rlamalar\u0131 a\u015fm\u0131\u015ft\u0131r. Bir\u00e7ok b\u00fcy\u00fck dil modeli hen\u00fcz tam e\u011fitim verilerini yay\u0131nlamam\u0131\u015f olmas\u0131na ra\u011fmen, internetten elde edilen verilerle e\u011fitildikleri ve geni\u015f bir perspektife sahip olduklar\u0131 bilinmektedir.<\/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-2969a86 elementor-widget elementor-widget-image\" data-id=\"2969a86\" 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=\"369\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-1024x448.jpg\" class=\"attachment-large size-large wp-image-6576\" alt=\"LLM&apos;lerde (B\u00fcy\u00fck Dil Modellerinde) \u0130nce Ayar Nas\u0131l ve Neden Yap\u0131l\u0131r?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-1024x448.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-300x131.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-768x336.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-1536x672.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir-18x8.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/04\/LLMlerde-Buyuk-Dil-Modellerinde-Ince-Ayar-Nasil-ve-Neden-Yapilir.jpg 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\">LLM'lerde (B\u00fcy\u00fck Dil Modellerinde) \u0130nce Ayar Nas\u0131l ve Neden Yap\u0131l\u0131r?<\/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-c2d5fa9 elementor-widget elementor-widget-heading\" data-id=\"c2d5fa9\" 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\">LLM'lerde Neden \u0130nce Ayar Yapmal\u0131s\u0131n\u0131z?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c58f1a5 elementor-widget elementor-widget-text-editor\" data-id=\"c58f1a5\" 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=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><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=\"4777d7fb-791d-4d2e-b46e-c2b1b47bd41c\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>LLM&#8217;ler ola\u011fan\u00fcst\u00fc derecede esnek ve \u00e7e\u015fitli do\u011fal dil g\u00f6revlerini yerine getirme yetene\u011fine sahip olsalar da, belirli kullan\u0131m durumlar\u0131nda an\u0131nda ve en iyi sonu\u00e7lar\u0131 sunma kapasiteleri s\u0131n\u0131rl\u0131d\u0131r. Tan\u0131nm\u0131\u015f LLM&#8217;ler birden fazla g\u00f6revde iyi olacak \u015fekilde e\u011fitilmi\u015f olsalar da, \u00f6zg\u00fcn g\u00f6revler genellikle zorluklarla doludur.<\/p><p>G\u00f6revin \u00f6zelle\u015fmi\u015f oldu\u011fu ve s\u0131k s\u0131k kullanmay\u0131 planlad\u0131\u011f\u0131n\u0131z durumlarda, ayarlamalar yapman\u0131z\u0131 \u00f6neririz. Ayr\u0131ca, i\u015f alan\u0131 internet \u00fczerinde yayg\u0131n olarak bulunmuyorsa veya kullan\u0131m senaryosu daha yeni etkinlikler gerektiriyorsa, ayarlamalar yapman\u0131z\u0131 tavsiye ederiz.<\/p><p>Ayarlamalar yapmak i\u00e7in ek motivasyon, karakteristik bir tarz olu\u015fturma veya yan\u0131t s\u00fcresini iyile\u015ftirme gibi unsurlar kullan\u0131labilir. Bilimsel, hukuki, t\u0131bbi ve yayg\u0131n olmayan teknolojik alanlar genellikle \u00f6zelle\u015ftirilmi\u015f LLM&#8217;lerden faydalan\u0131r.<\/p><\/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-b658c16 elementor-widget elementor-widget-heading\" data-id=\"b658c16\" 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\">\u0130nce Ayar Nas\u0131l \u00c7al\u0131\u015f\u0131r?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a00b1ba elementor-widget elementor-widget-text-editor\" data-id=\"a00b1ba\" 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=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><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=\"95f2b84d-b38d-4e42-8cd3-bd055227cce9\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Modellerin her \u015feyi bilmedi\u011fini unutmamak \u00f6nemlidir; \u00e7\u00fcnk\u00fc onlar sadece dilin olas\u0131l\u0131ksal bir temsilidir. \u0130nce ayar s\u00fcreci, belirli bir alana (veya g\u00f6reve) ait kelimeler aras\u0131ndaki ili\u015fkileri a\u011f\u0131rl\u0131kland\u0131r\u0131r, ancak bu s\u00fcre\u00e7 veri setinin titizlikle bir araya getirilmesini gerektirir ve bu da zaman ve uzmanl\u0131k gerektirir.<\/p><p>Y\u00fcksek kaliteli, g\u00f6reve \u00f6zg\u00fc bir veri k\u00fcmesi olu\u015fturmak, uzmanl\u0131k ve zaman gerektirir. Bu veri k\u00fcmesi, hedef alan\u0131 do\u011fru \u015fekilde temsil etmeli ve g\u00f6revin karma\u015f\u0131kl\u0131\u011f\u0131na uygun \u00f6rnekler i\u00e7ermelidir. Ayr\u0131ca, etkili bir ince ayar i\u00e7in veri setinin iyi yap\u0131land\u0131r\u0131lm\u0131\u015f ve uygun \u015fekilde etiketlenmi\u015f olmas\u0131 \u00f6nemlidir.<\/p><p>Bir g\u00f6rev i\u00e7in potansiyel bir format, talimatlar\u0131 (g\u00f6revi), giri\u015fleri (ek ba\u011flam\u0131) ve \u00e7\u0131kt\u0131lar\u0131 (istenilen cevab\u0131) i\u00e7erir. Daha fazla veri ile, ince ayar modeli en g\u00fcncel bilgilere dayal\u0131 olarak daha iyi sonu\u00e7lar verecektir. Orijinal model, bir temel dil modeli gibi bir talimat modeli veya sohbet robotu de\u011filse, modelin e\u011fitim verilerinin format\u0131n\u0131 bilmek ve ince ayar verilerinin format\u0131yla uyumlu olmas\u0131n\u0131 sa\u011flamak \u00f6nemlidir.<\/p><\/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-745f58c elementor-widget elementor-widget-heading\" data-id=\"745f58c\" 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\">E\u011fitim Verileri Nas\u0131l Olu\u015fturulur\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49cee73 elementor-widget elementor-widget-text-editor\" data-id=\"49cee73\" 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=\"flex flex-grow flex-col max-w-full\"><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=\"user\" data-message-id=\"aaa236f5-6d18-4649-945e-62b2b9b67d22\"><div class=\"\"><p>E\u011fitim verileri olu\u015fturmaya y\u00f6nelik yakla\u015f\u0131mlardan biri D\u00f6ng\u00fcdeki \u0130nsan&#8217;d\u0131r.\u00a0<a href=\"https:\/\/arxiv.org\/pdf\/2304.12244.pdf\" target=\"_blank\" rel=\"noopener\">Evol<\/a>\u00a0veya\u00a0<a href=\"https:\/\/arxiv.org\/pdf\/2212.10560.pdf\" target=\"_blank\" rel=\"noopener\">Self-Instruct<\/a>\u00a0gibi y\u00f6ntemler,\u00a0e\u011fitim verilerini h\u0131zl\u0131 bir \u015fekilde geni\u015fletir ve kalite kontrol\u00fc i\u00e7in insanlara g\u00fcvenir.\u00a0<\/p><p><a href=\"https:\/\/huggingface.co\/docs\/transformers\/model_doc\/auto\" target=\"_blank\" rel=\"noopener\">Hugging\u00a0Face<\/a>\u00a0kitapl\u0131\u011f\u0131, e\u011fitimin teknik ayr\u0131nt\u0131lar\u0131n\u0131n \u00e7o\u011funu soyutlayarak modellerin de\u011fi\u015ftirilmesini kolayla\u015ft\u0131r\u0131r. Bir model se\u00e7tikten sonra g\u00f6reve uygun s\u0131n\u0131f\u0131 se\u00e7in; \u00f6rne\u011fin\u00a0<code>AutoModelForSequenceClassification<\/code>,\u00a0<code>AutoModelForQuestionAnswering<\/code>,\u00a0<\/p><p><code>AutoModelForSeq2SeqLM<\/code>veya\u00a0<code>AutoModelForCausalLM<\/code>.\u00a0<\/p><p>Hugging Face,\u00a0i\u015flenmi\u015f veri setini\u00a0al\u0131r ve iki s\u0131n\u0131f kullanarak se\u00e7ilen model i\u00e7in formatlar: bir tokenizer ve bir trainer nesnesi.<\/p><\/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-1f5d291 elementor-widget elementor-widget-text-editor\" data-id=\"1f5d291\" 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=\"flex flex-grow flex-col max-w-full\"><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=\"user\" data-message-id=\"aaa236f5-6d18-4649-945e-62b2b9b67d22\"><div class=\"\"><h3><strong>PEFT NED\u0130R?<\/strong><\/h3><p>PEFT, Parametre A\u00e7\u0131s\u0131ndan Verimli \u0130nce Ayar&#8217;\u0131n k\u0131saltmas\u0131d\u0131r. Genelde t\u00fcm model katmanlar\u0131 e\u011fitilebilir durumdad\u0131r. Ancak, milyarlarca parametreye sahip b\u00fcy\u00fck modellerde bu, hesaplama ve zaman k\u0131s\u0131tlamalar\u0131na yol a\u00e7abilir. Bu sorunu \u00e7\u00f6zmek i\u00e7in katmanlar, ada veya konuma g\u00f6re dondurulur. Bu, gereksinimleri azalt\u0131rken, modelin yeni g\u00f6reve odaklanmas\u0131n\u0131 engeller. PEFT, parametrelerin tam modelde g\u00fcncellenmesini sa\u011flar.<\/p><h3><strong>LORA NED\u0130R?<\/strong><\/h3><p>LORA ise D\u00fc\u015f\u00fck S\u0131ral\u0131 Uyarlama&#8217;n\u0131n k\u0131saltmas\u0131d\u0131r. Bu y\u00f6ntem, modelin dikkat a\u011f\u0131rl\u0131klar\u0131na odaklan\u0131r ve parametre say\u0131s\u0131n\u0131 azaltmak i\u00e7in matris \u00e7arpanlar\u0131na ay\u0131rmay\u0131 kullan\u0131r. Bu sayede, e\u011fitilebilir parametre setini orijinal boyutun yakla\u015f\u0131k y\u00fczde 1&#8217;ine d\u00fc\u015f\u00fcrerek hem hesaplama hem de veri gereksinimlerini azalt\u0131r. QLoRA ise LoRA&#8217;n\u0131n nicelenmi\u015f bir model \u00fczerinde uygulanan bir y\u00f6ntemidir, bu da bellek kullan\u0131m\u0131n\u0131 ve hesaplamay\u0131 daha da azalt\u0131r.<\/p><h3><strong>IA3 NED\u0130R?<\/strong><\/h3><p>IA3, \u0130\u00e7 Aktivasyonlar\u0131 Engelleyerek ve G\u00fc\u00e7lendirerek \u0130nf\u00fcze Edilen Adapt\u00f6r&#8217;\u00fcn k\u0131saltmas\u0131d\u0131r. Bu y\u00f6ntem, PEFT&#8217;deki d\u00fc\u015f\u00fck dereceli matrisler yerine yeniden \u00f6l\u00e7eklendirilmi\u015f vekt\u00f6rler kullan\u0131r ve baz\u0131 modellerde parametre say\u0131s\u0131n\u0131 LoRA&#8217;dan ek bir b\u00fcy\u00fckl\u00fck s\u0131ras\u0131 azalt\u0131r.<\/p><p>Bunlar\u0131n yan\u0131 s\u0131ra, baz\u0131 teknikler, modeli e\u011fitmek i\u00e7in ince ayar yapmak yerine, yumu\u015fak istemler veya belirli bir g\u00f6rev i\u00e7in optimize edilmi\u015f \u00f6\u011frenilebilir yerle\u015ftirmeler olu\u015fturmak i\u00e7in odaklan\u0131r. Bu durumda, model parametreleri g\u00fcncellenmez, sadece talimat\u0131n g\u00f6sterimi g\u00fcncellenir. Bu yerle\u015ftirmeler genellikle insanlar taraf\u0131ndan okunamaz. \u0130nstant ayarlama, \u00f6nek ayarlama ve p-ayarlama gibi \u00e7e\u015fitli y\u00f6ntemler bulunmaktad\u0131r.<\/p><\/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-31b1bbe elementor-widget elementor-widget-heading\" data-id=\"31b1bbe\" 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\">Nas\u0131l De\u011ferlendirilmeli?     \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dac8a7e elementor-widget elementor-widget-text-editor\" data-id=\"dac8a7e\" 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=\"flex flex-grow flex-col max-w-full\"><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=\"user\" data-message-id=\"aaa236f5-6d18-4649-945e-62b2b9b67d22\"><div class=\"\"><p>LLM&#8217;lerin hedef g\u00f6revlerdeki performanslar\u0131n\u0131 de\u011ferlendirmek, ince ayar yap\u0131ld\u0131ktan sonra son derece kritiktir. De\u011ferlendirme \u00f6l\u00e7\u00fctleri ve teknikleri g\u00f6revin \u00f6zelli\u011fine g\u00f6re de\u011fi\u015fkenlik g\u00f6sterir. Bu metrikleri, e\u011fitim setiyle ayn\u0131 format ve da\u011f\u0131l\u0131ma sahip ancak e\u011fitim s\u0131ras\u0131nda kullan\u0131lan \u00f6rneklerden ba\u011f\u0131ms\u0131z olan test verileri \u00fczerinde kullanmal\u0131s\u0131n\u0131z.<\/p><p>\u00c7apraz entropi, hassasiyet, geri \u00e7a\u011f\u0131rma, F1 puan\u0131, \u00f6zet de\u011ferlendirme i\u00e7in geri \u00e7a\u011f\u0131rma odakl\u0131 yedek \u00e7al\u0131\u015fma, a\u00e7\u0131k s\u0131ralamayla \u00e7evirinin de\u011ferlendirilmesi i\u00e7in metrik veya iki dilli de\u011ferlendirme yedek \u00e7al\u0131\u015fmas\u0131 gibi \u00f6l\u00e7\u00fctleri kullanarak ince ayarl\u0131 LLM&#8217;nin performans\u0131n\u0131 de\u011ferlendirebilirsiniz. GLUE veya SuperGLUE gibi kar\u015f\u0131la\u015ft\u0131rmalar, performans\u0131n birden fazla g\u00f6rev grubuna g\u00f6re de\u011ferlendirilmesine yard\u0131mc\u0131 olur.<\/p><p>Ayr\u0131ca, ince ayar\u0131n ne kadar iyile\u015ftirme sa\u011flad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in performans\u0131 \u00f6nceden e\u011fitilmi\u015f LLM veya ayn\u0131 test setindeki di\u011fer temel modellerle kar\u015f\u0131la\u015ft\u0131rabilirsiniz. Bu ad\u0131m basit de\u011fildir ve sonu\u00e7lar\u0131n ele\u015ftirel bir \u015fekilde titiz bir analiz ve yorumlamay\u0131 gerektirir.<\/p><\/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-105f804 elementor-widget elementor-widget-heading\" data-id=\"105f804\" 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\">\u0130nce Ayardan Korkmay\u0131n     \n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c057c0 elementor-widget elementor-widget-text-editor\" data-id=\"8c057c0\" 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=\"flex flex-grow flex-col max-w-full\"><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=\"user\" data-message-id=\"aaa236f5-6d18-4649-945e-62b2b9b67d22\"><div class=\"\"><p>B\u00fcy\u00fck dil modellerini \u00f6zelle\u015ftirmek, bu esnek yapay zeka ara\u00e7lar\u0131n\u0131 belirli g\u00f6revlere ve alanlara uyarlaman\u0131n g\u00fc\u00e7l\u00fc bir y\u00f6ntemidir. G\u00f6rev odakl\u0131 veri setlerini kullanarak ve uygun ince ayar tekniklerini uygulayarak, LLM&#8217;leri daha iyi performans ve daha kesin sonu\u00e7lar elde edecek \u015fekilde adapte edebilirsiniz.<\/p><p>Y\u00fcksek kaliteli veri setlerinin toplanmas\u0131 ve ince ayar\u0131n etkinli\u011finin de\u011ferlendirilmesi s\u00fcrecin \u00f6nemli ad\u0131mlar\u0131d\u0131r ve ba\u015flang\u0131\u00e7ta ciddi bir engel olu\u015fturabilir. Ancak veri seti haz\u0131rland\u0131ktan sonra ince ayar yapmak nispeten basittir ve bunu ticari ara\u00e7lar kullanarak ger\u00e7ekle\u015ftirebilirsiniz.<\/p><\/div><\/div><\/div>\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-99ea5d3 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"99ea5d3\" 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-61e6e24\" data-id=\"61e6e24\" 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-74d0611 elementor-widget elementor-widget-image\" data-id=\"74d0611\" 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 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-c85f31b elementor-widget elementor-widget-heading\" data-id=\"c85f31b\" 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-19b6c74 elementor-widget elementor-widget-heading\" data-id=\"19b6c74\" 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-1804779 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"1804779\" 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-a3741f4\" data-id=\"a3741f4\" 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-5717a1d elementor-widget elementor-widget-heading\" data-id=\"5717a1d\" 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-7774a50 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"7774a50\" 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\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"6574\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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&apos;den Claude&apos;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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\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>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\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>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\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>LLM&#8217;lerde (B\u00fcy\u00fck Dil Modellerinde) \u0130nce Ayar Nas\u0131l ve Neden Yap\u0131l\u0131r? B\u00fcy\u00fck dil modelleri (LLM), yapay zeka sahas\u0131nda \u00e7\u0131\u011f\u0131r a\u00e7an do\u011fal dil i\u015fleme yetenekleriyle \u00f6n plana&hellip;<\/p>","protected":false},"author":1,"featured_media":6576,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[123,17],"class_list":["post-6574","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-llm","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6574","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=6574"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6574\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6576"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6574"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6574"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6574"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}