{"id":370,"date":"2025-11-26T20:00:40","date_gmt":"2025-11-26T17:00:40","guid":{"rendered":"https:\/\/neku.ai\/llm-nedir-ve-sap-entegrasyonu\/"},"modified":"2025-11-26T20:01:01","modified_gmt":"2025-11-26T17:01:01","slug":"llm-nedir-ve-sap-entegrasyonu","status":"publish","type":"post","link":"https:\/\/neku.ai\/en\/llm-nedir-ve-sap-entegrasyonu\/","title":{"rendered":"LLM nedir ve SAP s\u00fcre\u00e7lerinde nas\u0131l kullan\u0131l\u0131r"},"content":{"rendered":"

LLM nedir<\/strong><\/h1>\n
\n

Giri\u015f<\/strong><\/h3>\n

LLM (Large Language Model), yapay zekan\u0131n en \u00f6nemli temel kavramlar\u0131ndan biridir. \u0130nsan dilini anlama, \u00fcretme ve d\u00f6n\u00fc\u015ft\u00fcrme kapasitesi sayesinde do\u011fal dil i\u015fleme alan\u0131nda devrim yaratm\u0131\u015ft\u0131r. Bu kavram Temel AI \u00e7er\u00e7evesinde; geli\u015ftiriciler, \u00fcr\u00fcn y\u00f6neticileri ve SAP dan\u0131\u015fmanlar\u0131 i\u00e7in dijital d\u00f6n\u00fc\u015f\u00fcm\u00fcn yap\u0131ta\u015flar\u0131n\u0131 anlamada kritik rol oynar.<\/p>\n

\n

LLM nedir tan\u0131m\u0131<\/strong><\/h3>\n

LLM, yani B\u00fcy\u00fck Dil Modeli, \u00e7ok b\u00fcy\u00fck miktarda metin verisi \u00fczerinde e\u011fitilmi\u015f yapay zeka modelidir. Ama\u00e7, dilin yap\u0131s\u0131n\u0131, anlam ili\u015fkilerini ve ba\u011flamlar\u0131 \u00f6\u011frenerek do\u011fal bir dil \u00fcretim kabiliyeti kazanmakt\u0131r. LLM, istatistiksel desenler ve olas\u0131l\u0131k hesaplar\u0131na dayanan bir sinir a\u011f\u0131 mimarisi kullan\u0131r.<\/p>\n

\n

llm nas\u0131l \u00e7al\u0131\u015f\u0131r<\/strong><\/h3>\n

LLM, genellikle Transformer mimarisi \u00fczerine kuruludur. Model, kelime dizilerini say\u0131sal vekt\u00f6rlere d\u00f6n\u00fc\u015ft\u00fcr\u00fcr, bu vekt\u00f6rler aras\u0131nda ba\u011flam ili\u015fkilerini analiz eder ve en olas\u0131 \u00e7\u0131kt\u0131lar\u0131 tahmin eder. Geli\u015ftiriciler e\u011fitim s\u00fcrecinde milyarlarca parametreyle \u00e7al\u0131\u015farak modelin dil i\u00e7g\u00f6r\u00fcs\u00fcn\u00fc derinle\u015ftirir.<\/p>\n

Temel parametreler ve ayarlar<\/strong><\/h4>\n

Bir LLM\u2019in ba\u015far\u0131s\u0131n\u0131 belirleyen ana unsurlar; modelin boyutu, e\u011fitim verisinin \u00e7e\u015fitlili\u011fi, \u00f6\u011frenme oran\u0131 ve optimizasyon tekni\u011fidir. B\u00fcy\u00fck modeller genellikle daha fazla do\u011fruluk sa\u011flar ancak donan\u0131m kaynaklar\u0131n\u0131 da yo\u011fun \u015fekilde kullan\u0131r. Bu nedenle parametre se\u00e7imi hem performans hem maliyet a\u00e7\u0131s\u0131ndan denge gerektirir.<\/p>\n

S\u0131k yap\u0131lan hatalar ve ka\u00e7\u0131nma y\u00f6ntemleri<\/strong><\/h4>\n

En yayg\u0131n hata, veri kalitesi d\u00fc\u015f\u00fck metinlerle model e\u011fitmek veya fazla parametre say\u0131s\u0131 nedeniyle modelin a\u015f\u0131r\u0131 \u00f6\u011frenmesini sa\u011flamakt\u0131r. Bu sorunlardan ka\u00e7\u0131nmak i\u00e7in temizlenmi\u015f veri k\u00fcmeleri kullan\u0131lmal\u0131, d\u00fczenli validasyon yap\u0131lmal\u0131 ve erken durdurma gibi teknikler uygulanmal\u0131d\u0131r.<\/p>\n

Ger\u00e7ek sistemlerde uygulama \u00f6rnekleri<\/strong><\/h4>\n

Kurumsal chatbot sistemleri, m\u00fc\u015fteri ileti\u015fim otomasyonu ve dok\u00fcman \u00f6zetleme ara\u00e7lar\u0131, LLM tabanl\u0131 mimarilerin yayg\u0131n \u00f6rnekleridir. SAP ortam\u0131nda entegrasyon sa\u011flayarak hem s\u00fcre\u00e7 bilgisi hem de do\u011fal dil etkile\u015fimi sunmak m\u00fcmk\u00fcnd\u00fcr.<\/p>\n

\n

Teknik a\u00e7\u0131klama (derin seviye)<\/strong><\/h3>\n

Ba\u015flang\u0131\u00e7 seviyesinde bir a\u00e7\u0131klamayla de\u011ferlendirirsek, LLM temelde \u201cc\u00fcmle tamamlama\u201d mant\u0131\u011f\u0131yla \u00e7al\u0131\u015f\u0131r. Model, ge\u00e7mi\u015f s\u00f6zc\u00fckleri analiz eder ve sonraki kelimenin olas\u0131l\u0131\u011f\u0131n\u0131 tahmin eder. Bu sayede metin \u00fcretimi, \u00f6zetleme veya soru-cevap gibi i\u015flemleri ba\u015ftan sona \u00f6\u011frenilmi\u015f ba\u011flam \u00fczerinden ger\u00e7ekle\u015ftirir. Yapay zeka sistemlerinde bu yakla\u015f\u0131m, insan benzeri yan\u0131tlar \u00fcretmenin en verimli yoludur.<\/p>\n

\n

\u0130\u015fletmeler i\u00e7in neden kritiktir<\/strong><\/h3>\n
    \n
  • Performans:<\/strong> Tekrarlayan g\u00f6revleri otomatikle\u015ftirerek s\u00fcre\u00e7 h\u0131z\u0131n\u0131 art\u0131r\u0131r. <\/li>\n
  • G\u00fcvenilirlik:<\/strong> Tutarl\u0131 dil \u00fcretimiyle kurumsal ileti\u015fim kalitesini korur. <\/li>\n
  • Maliyet:<\/strong> \u0130nsan g\u00fcc\u00fc gereksinimini d\u00fc\u015f\u00fcrerek operasyonel y\u00fck\u00fc azalt\u0131r. <\/li>\n
  • \u00d6l\u00e7ekleme:<\/strong> Yeni diller ve i\u015f kollar\u0131na kolayca adapte olabilir. <\/li>\n
  • Otomasyon:<\/strong> \u0130\u015f ak\u0131\u015flar\u0131n\u0131 do\u011fal dil tetikleyicileriyle entegre eder. <\/li>\n
  • Karar alma:<\/strong> Metin analiziyle stratejik veriye d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015f bilgi sa\u011flar. <\/li>\n
  • Operasyonel verimlilik:<\/strong> Bilgi eri\u015fimi ve s\u00fcre\u00e7 y\u00f6netimi h\u0131zlan\u0131r.<\/li>\n<\/ul>\n
    \n

    Bu kavram NeKu.AI i\u00e7inde nas\u0131l uygulan\u0131r<\/strong><\/h3>\n

    NeKu.AI i\u00e7inde LLM kavram\u0131, ak\u0131ll\u0131 otomasyon s\u00fcre\u00e7lerinin altyap\u0131s\u0131nda kullan\u0131l\u0131r. \u00d6rne\u011fin i\u015f ak\u0131\u015f\u0131 y\u00f6netim sistemlerinde, kullan\u0131c\u0131 niyetini analiz eden metin i\u015fleme bile\u015fenleri LLM tabanl\u0131 modellerle geli\u015ftirilir. Bu yap\u0131lar SAP entegrasyonlar\u0131 ve n8n orkestrasyon ad\u0131mlar\u0131nda do\u011fal dil ile tetiklenen otomasyonu m\u00fcmk\u00fcn k\u0131lar. Makale, NeKu.AI\u2019nin Temel Kavramlar serisi kapsam\u0131nda LLM\u2019in i\u015flevsel y\u00f6n\u00fcn\u00fc ortaya koyar.<\/p>\n

    \n

    AI geli\u015ftiricileri, \u00fcr\u00fcn y\u00f6neticileri, SAP dan\u0131\u015fmanlar\u0131 i\u00e7in ger\u00e7ek bir senaryo<\/strong><\/h3>\n
      \n
    1. Sorun:<\/strong> SAP sistemlerinde manuel veri sorgulama s\u00fcre\u00e7leri zaman al\u0131yor. <\/li>\n
    2. Ba\u011flam:<\/strong> Kullan\u0131c\u0131lar do\u011fal dilde bilgi almak istiyor. <\/li>\n
    3. Kavram\u0131n uygulanmas\u0131:<\/strong> LLM, gelen sorguyu analiz eder; ilgili SAP API \u00e7a\u011fr\u0131lar\u0131n\u0131 olu\u015fturur ve sonucu dilsel olarak \u00f6zetler. <\/li>\n
    4. Sonu\u00e7:<\/strong> Kullan\u0131c\u0131lar teknik bilgiye ihtiya\u00e7 duymadan sistemle etkile\u015fime ge\u00e7ebilir. <\/li>\n
    5. \u0130\u015f etkisi:<\/strong> Operasyonel h\u0131z artar, destek maliyetleri d\u00fc\u015fer, karar alma s\u00fcreci h\u0131zlan\u0131r.<\/li>\n<\/ol>\n
      \n

      S\u0131k yap\u0131lan hatalar ve en iyi uygulamalar<\/strong><\/h3>\n

      Hatalar:<\/strong> <\/p>\n

        \n
      • Modelin e\u011fitim verisini i\u015f amac\u0131na g\u00f6re filtrelememek. <\/li>\n
      • Model \u00e7\u0131kt\u0131lar\u0131n\u0131n do\u011frulu\u011funu izlememek. <\/li>\n
      • Yapay zeka altyap\u0131s\u0131n\u0131 insan denetiminden tamamen ba\u011f\u0131ms\u0131z kurgulamak. <\/li>\n<\/ul>\n

        En \u0130yi Uygulamalar:<\/strong> <\/p>\n

          \n
        • E\u011fitim setini i\u015f mant\u0131\u011f\u0131yla uyumlu tut. <\/li>\n
        • Model performans\u0131n\u0131 ger\u00e7ek verilerle test et. <\/li>\n
        • Sonu\u00e7lar\u0131 g\u00f6zden ge\u00e7iren bir denetim katman\u0131 uygula. <\/li>\n
        • G\u00fcvenlik ve veri gizlili\u011fini her zaman \u00f6nceliklendir.<\/li>\n<\/ul>\n
          \n

          Sonu\u00e7<\/strong><\/h3>\n

          LLM, yapay zekan\u0131n temel kavramlar\u0131 aras\u0131nda yer al\u0131r ve dil tabanl\u0131 etkile\u015fimlerin merkezindedir. Kurumsal d\u00fczeyde uyguland\u0131\u011f\u0131nda hem teknik hem operasyonel d\u00f6n\u00fc\u015f\u00fcm sa\u011flar. NeKu.AI yakla\u015f\u0131m\u0131nda, bu t\u00fcr modeller yaln\u0131zca bilgi \u00fcretmekle kalmaz; i\u015f ak\u0131\u015flar\u0131n\u0131, SAP entegrasyonlar\u0131n\u0131 ve otomasyon s\u00fcre\u00e7lerini zenginle\u015ftirir. LLM kavram\u0131n\u0131 anlamak, modern yapay zeka mimarilerinin y\u00f6n\u00fcn\u00fc kavraman\u0131n ilk ad\u0131m\u0131d\u0131r.<\/p>","protected":false},"excerpt":{"rendered":"

          LLM nedir Giri\u015f LLM (Large Language Model), yapay zekan\u0131n en \u00f6nemli temel kavramlar\u0131ndan biridir. \u0130nsan dilini anlama, \u00fcretme ve d\u00f6n\u00fc\u015ft\u00fcrme kapasitesi sayesinde do\u011fal dil i\u015fleme alan\u0131nda [\u2026]<\/span><\/p>\n","protected":false},"author":2,"featured_media":371,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_sitemap_exclude":false,"_sitemap_priority":"","_sitemap_frequency":"","footnotes":""},"categories":[],"tags":[],"class_list":["post-370","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"yoast_head":"\nLLM nedir ve SAP s\u00fcre\u00e7lerinde nas\u0131l kullan\u0131l\u0131r - NeKu.AI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/neku.ai\/en\/llm-nedir-ve-sap-entegrasyonu\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM nedir ve SAP s\u00fcre\u00e7lerinde nas\u0131l kullan\u0131l\u0131r - NeKu.AI\" \/>\n<meta property=\"og:description\" content=\"LLM nedir Giri\u015f LLM (Large Language Model), yapay zekan\u0131n en \u00f6nemli temel kavramlar\u0131ndan biridir. \u0130nsan dilini anlama, \u00fcretme ve d\u00f6n\u00fc\u015ft\u00fcrme kapasitesi sayesinde do\u011fal dil i\u015fleme alan\u0131nda [\u2026]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/neku.ai\/en\/llm-nedir-ve-sap-entegrasyonu\/\" \/>\n<meta property=\"og:site_name\" content=\"NeKu.AI\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-26T17:00:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-26T17:01:01+00:00\" \/>\n<meta name=\"author\" content=\"Serkan \u00d6zcan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Serkan \u00d6zcan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/\"},\"author\":{\"name\":\"Serkan \u00d6zcan\",\"@id\":\"https:\\\/\\\/neku.ai\\\/#\\\/schema\\\/person\\\/cf640cfda3e16635fb740662d943e96b\"},\"headline\":\"LLM nedir ve SAP s\u00fcre\u00e7lerinde nas\u0131l kullan\u0131l\u0131r\",\"datePublished\":\"2025-11-26T17:00:40+00:00\",\"dateModified\":\"2025-11-26T17:01:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/\"},\"wordCount\":871,\"publisher\":{\"@id\":\"https:\\\/\\\/neku.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/neku.ai\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/cover-image-370.jpg\",\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/\",\"url\":\"https:\\\/\\\/neku.ai\\\/llm-nedir-ve-sap-entegrasyonu\\\/\",\"name\":\"LLM nedir ve SAP s\u00fcre\u00e7lerinde nas\u0131l kullan\u0131l\u0131r - 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