{"id":28395,"date":"2025-08-29T01:00:23","date_gmt":"2025-08-28T22:00:23","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/"},"modified":"2025-08-29T01:00:23","modified_gmt":"2025-08-28T22:00:23","slug":"llm-ile-eda-lisans-analizi-veri-odakli-karar-verme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/","title":{"rendered":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme"},"content":{"rendered":"

LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme<\/p>\n

Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM’lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n

EDA Lisanslar\u0131: Temel Kavramlar Nelerdir?<\/h2>\n

EDA lisanslar\u0131, kurulu\u015flar\u0131n b\u00fcy\u00fck veri k\u00fcmelerini analiz etmelerini sa\u011flayan yaz\u0131l\u0131m ve hizmetleri kapsar. Bu yaz\u0131l\u0131mlar genellikle mod\u00fclerdir ve farkl\u0131 bile\u015fenler i\u00e7erir: veri toplama, veri temizleme, veri d\u00f6n\u00fc\u015ft\u00fcrme, veri g\u00f6rselle\u015ftirme, istatistiksel analiz ve makine \u00f6\u011frenmesi ara\u00e7lar\u0131. Lisanslama modelleri ise olduk\u00e7a \u00e7e\u015fitlidir: i\u015flemci say\u0131s\u0131na, kullan\u0131c\u0131 say\u0131s\u0131na, veri hacmine veya bir kombinasyonuna g\u00f6re fiyatland\u0131rma yap\u0131lar\u0131 yayg\u0131nd\u0131r. Lisans s\u00f6zle\u015fmeleri genellikle uzun ve karma\u015f\u0131kt\u0131r, belirli kullan\u0131m haklar\u0131n\u0131 ve k\u0131s\u0131tlamalar\u0131n\u0131 i\u00e7erir. Bu karma\u015f\u0131kl\u0131k, lisans y\u00f6netimini zorla\u015ft\u0131r\u0131r ve maliyet a\u015f\u0131m\u0131na yol a\u00e7abilir. Dolay\u0131s\u0131yla, bu lisanslar\u0131n etkin y\u00f6netimi, \u015firketlerin mali kaynaklar\u0131n\u0131 optimize etmesi ve olas\u0131 cezalardan ka\u00e7\u0131nmas\u0131 i\u00e7in \u00f6nemlidir. Lisans y\u00f6netimi s\u00fcre\u00e7lerindeki hatalar, \u00f6nemli maliyet art\u0131\u015flar\u0131na, uyumluluk sorunlar\u0131na ve hatta yasal i\u015flemlere yol a\u00e7abilir. Bu y\u00fczden, sistematik ve otomatikle\u015ftirilmi\u015f bir yakla\u015f\u0131m benimsemek kritik \u00f6neme sahiptir. Bu noktada, B\u00fcy\u00fck Dil Modelleri (LLM) devreye girerek s\u00fcreci kolayla\u015ft\u0131r\u0131r ve verimlili\u011fi art\u0131r\u0131r.<\/p>\n

LLM ile EDA Lisans S\u00f6zle\u015fmelerinin Analizi Nas\u0131l Yap\u0131l\u0131r?<\/h2>\n

LLM’ler, b\u00fcy\u00fck miktarda metin verisini anlay\u0131p i\u015fleyebilme yetenekleri sayesinde, EDA lisans s\u00f6zle\u015fmelerinin analizinde devrim yaratmaktad\u0131r. \u00d6rne\u011fin, bir LLM, s\u00f6zle\u015fmenin \u00f6nemli maddelerini (\u00f6rne\u011fin, kullan\u0131m haklar\u0131, lisans \u00fccreti, yenileme ko\u015fullar\u0131) otomatik olarak belirleyebilir ve \u00f6zetleyebilir. Bu, insan analistlerin zaman\u0131n\u0131 ve \u00e7abas\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r. A\u015fa\u011f\u0131daki ad\u0131mlar, LLM’leri kullanarak bir EDA lisans s\u00f6zle\u015fmesini analiz etmek i\u00e7in izlenebilecek bir yol haritas\u0131n\u0131 g\u00f6stermektedir:<\/p>\n

1. S\u00f6zle\u015fmenin Dijitalle\u015ftirilmesi:<\/strong> \u0130lk ad\u0131m, lisans s\u00f6zle\u015fmesinin dijital bir formatta bulunmas\u0131d\u0131r (PDF, DOCX vb.).
\n2. LLM’ye Veri Beslenmesi:<\/strong> Dijitalle\u015ftirilmi\u015f s\u00f6zle\u015fme, se\u00e7ilen LLM’ye (\u00f6rne\u011fin, GPT-3, BERT) verilir.
\n3. Anahtar Maddelerin Belirlenmesi:<\/strong> LLM, s\u00f6zle\u015fmeyi inceleyerek, lisans \u00fccretleri, kullan\u0131m haklar\u0131, s\u00fcre, yenileme ko\u015fullar\u0131 gibi \u00f6nemli maddeleri belirler.
\n4. \u00d6zetleme ve S\u0131n\u0131fland\u0131rma:<\/strong> LLM, s\u00f6zle\u015fmenin belirlenen \u00f6nemli maddelerini \u00f6zetler ve bunlar\u0131 \u00f6nceden tan\u0131mlanm\u0131\u015f kategorilere g\u00f6re s\u0131n\u0131fland\u0131r\u0131r.
\n5. Risk De\u011ferlendirmesi:<\/strong> LLM, s\u00f6zle\u015fmenin potansiyel risklerini (\u00f6rne\u011fin, gizlilik ihlalleri, uyumluluk sorunlar\u0131) belirlemek i\u00e7in kullan\u0131labilir.<\/p>\n

Uygulamal\u0131 \u00d6rnek: Bir Lisans S\u00f6zle\u015fmesinin \u00d6zetlenmesi<\/h3>\n
\n# LLM ile s\u00f6zle\u015fme \u00f6zeti \u00f6rne\u011fi (Python kodu - varsay\u0131msal)\n\nimport openai # OpenAI API'sini kullanaca\u011f\u0131z.\n\nopenai.api_key = \"YOUR_API_KEY\" # API anahtar\u0131n\u0131z\u0131 girin.\n\ndef ozetle(sozlesme_metni):\n  response = openai.Completion.create(\n    engine=\"text-davinci-003\", # Veya ba\u015fka bir uygun LLM modeli\n    prompt=f\"A\u015fa\u011f\u0131daki lisans s\u00f6zle\u015fmesinin k\u0131sa bir \u00f6zetini yap\u0131n:\\n\\n{sozlesme_metni}\",\n    max_tokens=150,\n    n=1,\n    stop=None,\n    temperature=0.5,\n  )\n  return response.choices[0].text.strip()\n\nsozlesme = \"\"\"\n... (Burada uzun bir lisans s\u00f6zle\u015fmesi metni olacak) ...\n\"\"\"\n\nozet = ozetle(sozlesme)\nprint(ozet)\n<\/code><\/pre>\n
<\/code><\/p>\n
EDA Lisanslar\u0131n\u0131n Uyumlulu\u011funu Kontrol Etme: Nas\u0131l Yap\u0131l\u0131r?<\/h2>\n
LLM'ler,  bir kurulu\u015fun EDA yaz\u0131l\u0131m\u0131n\u0131n kullan\u0131m\u0131n\u0131n ilgili lisans s\u00f6zle\u015fmelerine uygunlu\u011funu kontrol etmek i\u00e7in kullan\u0131labilir.  Bu,  yaz\u0131l\u0131m\u0131n kullan\u0131ld\u0131\u011f\u0131 sistemlerin ve kullan\u0131c\u0131 say\u0131s\u0131n\u0131n lisans kapsam\u0131 i\u00e7inde kal\u0131p kalmad\u0131\u011f\u0131n\u0131 kontrol etmek anlam\u0131na gelir.  LLM,  lisans s\u00f6zle\u015fmesinin maddelerini sistem envanteri ve kullan\u0131m verileriyle kar\u015f\u0131la\u015ft\u0131r\u0131r. Herhangi bir uyumluluk sorunu tespit edildi\u011finde,  LLM bu sorunlar\u0131 raporlar ve \u00e7\u00f6z\u00fcm \u00f6nerileri sunar.  Bu i\u015flem, manuel kontrol y\u00f6ntemlerine k\u0131yasla \u00f6nemli zaman ve kaynak tasarrufu sa\u011flar.<\/p>\n
Vaka Analizi: B\u00fcy\u00fck Bir \u015eirketin Uyumluluk Denetleme S\u00fcreci<\/h3>\n
B\u00fcy\u00fck bir finansal kurulu\u015f,  binlerce kullan\u0131c\u0131s\u0131 ve y\u00fczlerce sunucusu olan karma\u015f\u0131k bir EDA altyap\u0131s\u0131na sahiptir.  LLM tabanl\u0131 bir uyumluluk kontrol sistemi,  lisans s\u00f6zle\u015fmelerinin g\u00fcncel durumunu,  kullan\u0131m verilerini ve sistem envanterini s\u00fcrekli izleyerek,  potansiyel uyumluluk sorunlar\u0131n\u0131 \u00f6nceden tespit ederek \u015firketin b\u00fcy\u00fck maliyetlerden ve yasal sorunlardan kurtulmas\u0131na yard\u0131mc\u0131 olabilir.<\/p>\n
LLM ile EDA Lisans Analizi: \u0130leri D\u00fczey Teknikler<\/h2>\n
\u0130leri d\u00fczey teknikler,  LLM'lerin yeteneklerini daha da geli\u015ftirerek daha kapsaml\u0131 ve hassas analizler yap\u0131lmas\u0131n\u0131 sa\u011flar.  \u00d6rne\u011fin,  birden fazla lisans s\u00f6zle\u015fmesini kar\u015f\u0131la\u015ft\u0131rarak optimum lisanslama stratejisinin belirlenmesi,  tahmine dayal\u0131 analizler yaparak gelecekteki lisans ihtiya\u00e7lar\u0131n\u0131n belirlenmesi ve do\u011fal dil i\u015fleme teknikleri ile s\u00f6zle\u015fmelerin daha detayl\u0131 bir \u015fekilde anla\u015f\u0131lmas\u0131 gibi konulara de\u011finilebilir.<\/p>\n
Uzman \u0130pucu:<\/h3>\n
 Makine \u00f6\u011frenmesi modelleriyle LLM'leri birle\u015ftirerek,  lisans s\u00f6zle\u015fmelerindeki riskleri daha etkili bir \u015fekilde tahmin edebilirsiniz.<\/p>\n
Performans Kar\u015f\u0131la\u015ft\u0131rmas\u0131:<\/h3>\n
| Y\u00f6ntem          | Performans       | Maliyet        | Hassasiyet      |
\n|-----------------|-----------------|-----------------|-----------------|
\n| Manuel Kontrol   | D\u00fc\u015f\u00fck            | Y\u00fcksek           | D\u00fc\u015f\u00fck            |
\n| Basit LLM       | Orta             | Orta             | Orta             |
\n| \u0130leri D\u00fczey LLM | Y\u00fcksek           | Y\u00fcksek           | Y\u00fcksek           |<\/p>\n
Dikkat: Veri Gizlili\u011fi ve G\u00fcvenlik<\/h2>\n
LLM'leri kullan\u0131rken,  veri gizlili\u011fi ve g\u00fcvenli\u011fine b\u00fcy\u00fck \u00f6nem vermek gerekmektedir.  Lisans s\u00f6zle\u015fmelerinin gizli bilgiler i\u00e7erebilece\u011fi g\u00f6z \u00f6n\u00fcnde bulundurulmal\u0131d\u0131r.  Bu y\u00fczden,  g\u00fcvenli bir ortamda \u00e7al\u0131\u015fmak ve veri \u015fifreleme gibi \u00f6nlemler almak \u00f6nemlidir.<\/p>\n
Sonu\u00e7 ve S\u0131k\u00e7a Sorulan Sorular<\/h2>\n
LLM'ler,  EDA lisanslar\u0131n\u0131n analizi i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r.  Otomasyon,  verimlilik ve hassasiyet sa\u011flar.  Ancak,  veri gizlili\u011fi ve g\u00fcvenli\u011fine dikkat etmek \u00f6nemlidir.<\/p>\n
S\u0131k\u00e7a Sorulan Sorular:<\/h3>\n
1. Hangi LLM'ler EDA lisans analizi i\u00e7in uygundur?<\/strong>  GPT-3,  BERT,  ve di\u011fer b\u00fcy\u00fck dil modelleri kullan\u0131labilir,  ancak modelin yetenekleri ve s\u00f6zle\u015fmelerin karma\u015f\u0131kl\u0131\u011f\u0131 dikkate al\u0131nmal\u0131d\u0131r.<\/p>\n
2. LLM kullanman\u0131n maliyeti nedir?<\/strong>  Maliyet, kullan\u0131lan LLM'ye,  i\u015flem s\u00fcresine ve veri hacmine ba\u011fl\u0131d\u0131r.<\/p>\n
3. LLM'lerin do\u011frulu\u011fu ne kadar y\u00fcksektir?<\/strong>  LLM'lerin do\u011frulu\u011fu,  e\u011fitim verilerine ve modelin yeteneklerine ba\u011fl\u0131d\u0131r.  \u0130nsan denetimi hala \u00f6nemlidir.<\/p>\n
4. LLM'ler her t\u00fcrl\u00fc lisans s\u00f6zle\u015fmesini analiz edebilir mi?<\/strong>  Hay\u0131r,  baz\u0131 karma\u015f\u0131k veya \u00f6zel maddeler insan m\u00fcdahalesi gerektirebilir.<\/p>\n
5. LLM kullan\u0131m\u0131 tamamen g\u00fcvenli midir?<\/strong>  Hay\u0131r,  veri gizlili\u011fi ve g\u00fcvenli\u011fi \u00f6nlemleri al\u0131nmal\u0131d\u0131r.<\/p>\n
Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-28395","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nLLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme<\/title>\n<meta name=\"description\" content=\"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme\" \/>\n<meta property=\"og:description\" content=\"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-28T22:00:23+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme\",\"datePublished\":\"2025-08-28T22:00:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\"},\"wordCount\":1121,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\",\"name\":\"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-08-28T22:00:23+00:00\",\"description\":\"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme","description":"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/","og_locale":"tr_TR","og_type":"article","og_title":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme","og_description":"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.","og_url":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-08-28T22:00:23+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"6 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme","datePublished":"2025-08-28T22:00:23+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/"},"wordCount":1121,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/","url":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/","name":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-08-28T22:00:23+00:00","description":"Yaz\u0131l\u0131m lisanslar\u0131n\u0131n karma\u015f\u0131k d\u00fcnyas\u0131nda, do\u011fru lisans y\u00f6netimi \u015firketler i\u00e7in hayati \u00f6nem ta\u015f\u0131maktad\u0131r. \u00d6zellikle Enterprise Data Analytics (EDA) lisanslar\u0131, bir\u00e7ok farkl\u0131 bile\u015fenden olu\u015ftu\u011fu ve maliyetlerinin y\u00fcksek oldu\u011fu i\u00e7in, verimli bir y\u00f6netim stratejisi gerektirmektedir. Bu makalede, B\u00fcy\u00fck Dil Modellerini (LLM) kullanarak EDA lisans analizi yapman\u0131n yollar\u0131n\u0131, basitten ileri seviyeye do\u011fru ad\u0131m ad\u0131m ele alaca\u011f\u0131z. LLM'lerin, lisans s\u00f6zle\u015fmelerinin otomatikle\u015ftirilmi\u015f analizi, uyumluluk denetimleri ve risk de\u011ferlendirmesi gibi alanlarda nas\u0131l kullan\u0131labilece\u011fini g\u00f6rece\u011fiz. Daha fazla bilgi i\u00e7in fatihsoysal.com sitesini ziyaret edebilirsiniz.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/llm-ile-eda-lisans-analizi-veri-odakli-karar-verme\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"LLM ile EDA Lisans Analizi: Veri Odakl\u0131 Karar Verme"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28395","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=28395"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28395\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=28395"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=28395"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=28395"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}