{"id":24214,"date":"2025-06-16T13:30:15","date_gmt":"2025-06-16T10:30:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/"},"modified":"2025-06-16T13:30:15","modified_gmt":"2025-06-16T10:30:15","slug":"langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/","title":{"rendered":"LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme"},"content":{"rendered":"<p><body><\/p>\n<p>LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme<\/p>\n<p>Merhaba! Fatih Soysal olarak,  yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri sizlerle payla\u015fmaktan mutluluk duyuyorum. Bug\u00fcn,  ger\u00e7ek d\u00fcnya AI uygulamalar\u0131n\u0131 kolayca geli\u015ftirmenizi sa\u011flayan g\u00fc\u00e7l\u00fc bir framework olan LangChain&#8217;i detayl\u0131 olarak inceleyece\u011fiz. \u0130ster yeni ba\u015flayan biri olun, ister deneyimli bir geli\u015ftirici, bu rehber sizin i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r.  LangChain,  b\u00fcy\u00fck dil modellerini (LLM&#8217;ler) kullanarak karma\u015f\u0131k ve etkile\u015fimli uygulamalar olu\u015fturmay\u0131 inan\u0131lmaz derecede kolayla\u015ft\u0131r\u0131yor.  \u00d6ncelikle, LangChain&#8217;in sundu\u011fu temel yeteneklere g\u00f6z atal\u0131m.<\/p>\n<h2>LangChain&#8217;in Temel \u00d6zellikleri<\/h2>\n<p>LangChain,  bir\u00e7ok g\u00fc\u00e7l\u00fc \u00f6zelli\u011fi bir araya getirerek AI uygulama geli\u015ftirme s\u00fcrecini d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.  Bunlardan en \u00f6nemlileri \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Bellek:<\/strong>  LangChain,  uygulamalar\u0131n\u0131z\u0131n \u00f6nceki etkile\u015fimleri hat\u0131rlamas\u0131n\u0131 ve bu bilgilere dayanarak daha ak\u0131ll\u0131 ve tutarl\u0131 yan\u0131tlar \u00fcretmesini sa\u011flar.  Bu sayede,  sadece anl\u0131k cevaplar vermek yerine,  uzun s\u00fcreli diyaloglar ve ba\u011flamsal anlay\u0131\u015f m\u00fcmk\u00fcn hale gelir.  \u00d6rne\u011fin, bir m\u00fc\u015fteri hizmetleri chatbot&#8217;unda \u00f6nceki sorular\u0131 hat\u0131rlayarak daha ki\u015fiselle\u015ftirilmi\u015f bir deneyim sunabilirsiniz.<\/li>\n<li><strong>Ajanlar:<\/strong> LangChain ile,  \u00e7e\u015fitli ara\u00e7lar\u0131 ve API&#8217;leri kullanarak daha karma\u015f\u0131k g\u00f6revleri yerine getirebilen ajanlar olu\u015fturabilirsiniz.  Bu ajanlar,  sorunu \u00e7\u00f6zmek i\u00e7in gereken ad\u0131mlar\u0131 belirler,  gerekli ara\u00e7lar\u0131 kullan\u0131r ve sonucu size sunar. \u00d6rne\u011fin, bir ara\u015ft\u0131rma g\u00f6revi i\u00e7in internette arama yapabilen,  veritabanlar\u0131ndan bilgi toplayabilen ve bu bilgileri sentezleyerek size sunabilen bir ajan geli\u015ftirebilirsiniz.<\/li>\n<li><strong>Ara\u00e7lar:<\/strong>  LangChain,  bir\u00e7ok farkl\u0131 arac\u0131 entegre etmenizi sa\u011flar.  Bu ara\u00e7lar,  API \u00e7a\u011fr\u0131lar\u0131,  veritaban\u0131 sorgular\u0131,  dosya sistemine eri\u015fim gibi \u00e7e\u015fitli i\u015flevleri yerine getirmenize olanak tan\u0131r.  Ajanlar\u0131n\u0131z bu ara\u00e7lar\u0131 kullanarak daha g\u00fc\u00e7l\u00fc ve \u00e7ok y\u00f6nl\u00fc hale gelir.<\/li>\n<li><strong>RAG (Retrieval Augmented Generation):<\/strong>  LangChain,  b\u00fcy\u00fck miktarda veriyi i\u015flemek ve bu verilere dayanarak daha do\u011fru ve bilgilendirici yan\u0131tlar \u00fcretmek i\u00e7in RAG y\u00f6ntemini destekler.  Bu \u00f6zellik,  \u00f6zellikle bilgi yo\u011fun uygulamalar i\u00e7in olduk\u00e7a \u00f6nemlidir.  \u00d6rne\u011fin,  bir i\u00e7erik olu\u015fturma uygulamas\u0131nda,  bir belge koleksiyonundan ilgili bilgileri \u00e7ekerek \u00f6zg\u00fcn ve do\u011fru makaleler yazabilirsiniz.<\/li>\n<\/ul>\n<h2>LangChain ile Uygulama Geli\u015ftirme: Ad\u0131m Ad\u0131m<\/h2>\n<p>\u015eimdi,  basit bir LangChain uygulamas\u0131 geli\u015ftirerek temel prensipleri daha iyi anlayal\u0131m.  Bu \u00f6rnekte,  bir kullan\u0131c\u0131n\u0131n sorular\u0131n\u0131 yan\u0131tlayan basit bir chatbot olu\u015fturaca\u011f\u0131z.  \u00d6ncelikle,  gerekli k\u00fct\u00fcphaneleri kurmal\u0131y\u0131z:<\/p>\n<pre><code class=\"language-python\">\npip install langchain openai\n<\/code><\/pre>\n<p>Ard\u0131ndan,  a\u015fa\u011f\u0131daki kod par\u00e7as\u0131n\u0131 kullanarak basit bir chatbot olu\u015fturabiliriz:<\/p>\n<pre><code class=\"language-python\">\nfrom langchain.llms import OpenAI\nfrom langchain.chains import ConversationChain\nfrom langchain.memory import ConversationBufferMemory\n\nllm = OpenAI(temperature=0)\nconversation = ConversationChain(llm=llm, verbose=True, memory=ConversationBufferMemory())\n\nprint(conversation.predict(input=\"Merhaba\"))\nprint(conversation.predict(input=\"Nas\u0131ls\u0131n?\"))\n\n<\/code><\/pre>\n<p>Bu basit \u00f6rnek, LangChain&#8217;in kullan\u0131m kolayl\u0131\u011f\u0131n\u0131 g\u00f6stermektedir.  Daha karma\u015f\u0131k uygulamalar i\u00e7in,  yukar\u0131da bahsedilen \u00f6zellikler kullan\u0131larak daha geli\u015fmi\u015f chatbotlar,  veri analizi ara\u00e7lar\u0131 veya di\u011fer bir\u00e7ok AI uygulamas\u0131 geli\u015ftirebilirsiniz.  Daha fazla bilgi ve \u00f6rnek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>LangChain,  yapay zeka uygulama geli\u015ftirme s\u00fcrecini kolayla\u015ft\u0131ran g\u00fc\u00e7l\u00fc ve kullan\u0131\u015fl\u0131 bir frameworkt\u00fcr.  Bellek,  ajanlar,  ara\u00e7lar ve RAG gibi \u00f6zellikleri sayesinde,  ger\u00e7ek d\u00fcnya sorunlar\u0131n\u0131 \u00e7\u00f6zmek i\u00e7in g\u00fc\u00e7l\u00fc ve etkile\u015fimli AI uygulamalar\u0131 olu\u015fturabilirsiniz.  Bu rehber, LangChain ile ba\u015flang\u0131\u00e7 yapman\u0131z i\u00e7in size temel bilgiler sa\u011flamay\u0131 ama\u00e7lam\u0131\u015ft\u0131r.  Daha fazla bilgi i\u00e7in ek kaynaklar\u0131 inceleyebilir ve kendi projelerinizi geli\u015ftirmeye ba\u015flayabilirsiniz.  LangChain&#8217;in sundu\u011fu imkanlar\u0131 ke\u015ffederek,  yapay zekan\u0131n g\u00fcc\u00fcnden faydalanarak inovatif \u00e7\u00f6z\u00fcmler geli\u015ftirebilirsiniz.  Unutmay\u0131n,  teknolojinin geli\u015fimi h\u0131zla devam ediyor ve siz de bu geli\u015fmelere ayak uydurarak  kendi alan\u0131n\u0131zda fark yaratabilirsiniz.<\/p>\n<p>Umar\u0131m bu makale size LangChain framework&#8217;\u00fc hakk\u0131nda kapsaml\u0131 bir bilgi sa\u011flam\u0131\u015ft\u0131r.  Herhangi bir sorunuz veya g\u00f6r\u00fc\u015f\u00fcn\u00fcz varsa,  l\u00fctfen yorum b\u0131rakmaktan \u00e7ekinmeyin.<\/p>\n<p>#Etiketler: LangChain, Yapay Zeka, AI, LLM, B\u00fcy\u00fck Dil Modelleri, Ger\u00e7ek D\u00fcnya Uygulamalar\u0131, Python,  Bellek, Ajanlar, Ara\u00e7lar, RAG, GenAI<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme Merhaba! Fatih Soysal olarak, yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri&hellip;","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-24214","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme<\/title>\n<meta name=\"description\" content=\"Merhaba! Fatih Soysal olarak, yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri sizlerle payla\u015fmaktan mutluluk duyuyorum. Bug\u00fcn, ger\u00e7ek d\u00fcnya AI uygulamalar\u0131n\u0131 kolayca geli\u015ftirmenizi sa\u011flayan g\u00fc\u00e7l\u00fc bir framework olan LangChain&#039;i detayl\u0131 olarak inceleyece\u011fiz. \u0130ster yeni ba\u015flayan biri olun, ister deneyimli bir geli\u015ftirici, bu rehber sizin i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r. LangChain, b\u00fcy\u00fck dil modellerini (LLM&#039;ler) kullanarak karma\u015f\u0131k ve etkile\u015fimli uygulamalar olu\u015fturmay\u0131 inan\u0131lmaz derecede kolayla\u015ft\u0131r\u0131yor. \u00d6ncelikle, LangChain&#039;in sundu\u011fu temel yeteneklere g\u00f6z atal\u0131m.\" \/>\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\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Fatih Soysal olarak, yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri sizlerle payla\u015fmaktan mutluluk duyuyorum. Bug\u00fcn, ger\u00e7ek d\u00fcnya AI uygulamalar\u0131n\u0131 kolayca geli\u015ftirmenizi sa\u011flayan g\u00fc\u00e7l\u00fc bir framework olan LangChain&#039;i detayl\u0131 olarak inceleyece\u011fiz. \u0130ster yeni ba\u015flayan biri olun, ister deneyimli bir geli\u015ftirici, bu rehber sizin i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r. LangChain, b\u00fcy\u00fck dil modellerini (LLM&#039;ler) kullanarak karma\u015f\u0131k ve etkile\u015fimli uygulamalar olu\u015fturmay\u0131 inan\u0131lmaz derecede kolayla\u015ft\u0131r\u0131yor. \u00d6ncelikle, LangChain&#039;in sundu\u011fu temel yeteneklere g\u00f6z atal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-16T10:30:15+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme\",\"datePublished\":\"2025-06-16T10:30:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\"},\"wordCount\":681,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/langchain-ile-gercek-dunya-yapay-zeka-uygulamalari-gelistirme\/\",\"name\":\"LangChain ile Ger\u00e7ek D\u00fcnya Yapay Zeka Uygulamalar\u0131 Geli\u015ftirme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-06-16T10:30:15+00:00\",\"description\":\"Merhaba! Fatih Soysal olarak, yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri sizlerle payla\u015fmaktan mutluluk duyuyorum. Bug\u00fcn, ger\u00e7ek d\u00fcnya AI uygulamalar\u0131n\u0131 kolayca geli\u015ftirmenizi sa\u011flayan g\u00fc\u00e7l\u00fc bir framework olan LangChain'i detayl\u0131 olarak inceleyece\u011fiz. \u0130ster yeni ba\u015flayan biri olun, ister deneyimli bir geli\u015ftirici, bu rehber sizin i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r. 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Fatih Soysal olarak, yapay zeka d\u00fcnyas\u0131ndaki heyecan verici geli\u015fmeleri sizlerle payla\u015fmaktan mutluluk duyuyorum. Bug\u00fcn, ger\u00e7ek d\u00fcnya AI uygulamalar\u0131n\u0131 kolayca geli\u015ftirmenizi sa\u011flayan g\u00fc\u00e7l\u00fc bir framework olan LangChain'i detayl\u0131 olarak inceleyece\u011fiz. \u0130ster yeni ba\u015flayan biri olun, ister deneyimli bir geli\u015ftirici, bu rehber sizin i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r. 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