{"id":18956,"date":"2025-04-23T07:30:15","date_gmt":"2025-04-23T04:30:15","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/"},"modified":"2025-04-23T07:30:15","modified_gmt":"2025-04-23T04:30:15","slug":"statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/","title":{"rendered":"Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme"},"content":{"rendered":"<p><body><\/p>\n<p>Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme<\/p>\n<p>Statik siteler, h\u0131zl\u0131, g\u00fcvenilir ve \u00f6l\u00e7eklenebilirlikleriyle bilinirler.  Ancak, geleneksel olarak dinamik i\u00e7erik sunmakta zorlan\u0131rlar.  Bu durum, makine \u00f6\u011frenmesi modellerini statik sitelere entegre etmeyi zorla\u015ft\u0131rabilir.  Neyse ki,  g\u00fcn\u00fcm\u00fcz teknolojileri sayesinde kendi kendine g\u00fcncellenen modelleri statik ortamlarda \u00e7al\u0131\u015ft\u0131rmak m\u00fcmk\u00fcn. Bu makalede, bu i\u015flemin detaylar\u0131n\u0131 ve a\u015famalar\u0131n\u0131 inceleyece\u011fiz.  \u00d6ncelikle, temel kavramlar\u0131 a\u00e7\u0131klayarak ba\u015flayal\u0131m.<\/p>\n<h2>Temel Kavramlar<\/h2>\n<p>\u00d6ncelikle,  bir makine \u00f6\u011frenmesi modelinin ne oldu\u011funu ve nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlamak \u00f6nemlidir.  K\u0131saca, bir makine \u00f6\u011frenmesi modeli, veriler \u00fczerinde e\u011fitilmi\u015f ve belirli g\u00f6revleri yerine getirmek \u00fczere tasarlanm\u0131\u015f bir algoritmad\u0131r.  Bu g\u00f6revler, resim tan\u0131ma, metin s\u0131n\u0131fland\u0131rma veya tahminleme gibi \u00e7e\u015fitli alanlarda olabilir.  Bu modellerin g\u00fcncellenmesi, performanslar\u0131n\u0131 iyile\u015ftirmek ve yeni verilere uyum sa\u011flamak i\u00e7in \u015fartt\u0131r.  Statik bir sitede bu g\u00fcncellemeyi otomatik hale getirmek ise \u00f6nemli bir zorluktur.<\/p>\n<h2>Serverless Fonksiyonlar ve API&#8217;ler<\/h2>\n<p>Bu sorunun \u00e7\u00f6z\u00fcm\u00fc i\u00e7in serverless fonksiyonlar ve API&#8217;ler devreye giriyor.  \u00d6rne\u011fin,  Google Cloud Functions veya AWS Lambda gibi platformlar sayesinde,  modelinizi d\u00fczenli aral\u0131klarla g\u00fcncelleyebilece\u011finiz k\u00fc\u00e7\u00fck fonksiyonlar yazabilirsiniz.  Bu fonksiyonlar, yeni verileri i\u015fleyip modeli e\u011fitir ve g\u00fcncellenmi\u015f modeli bir depolama alan\u0131na (\u00f6rne\u011fin, Cloud Storage veya AWS S3) y\u00fckler.  Sonras\u0131nda, statik siteniz bu g\u00fcncellenmi\u015f modeli API \u00fczerinden eri\u015fip kullanabilir.<\/p>\n<p><strong>\u00d6rnek Kod (Python &#8211; Google Cloud Functions):<\/strong><\/p>\n<pre><code>\n# Yeni verileri i\u015fleyip modeli e\u011fiten kod burada yer alacak.\n# ...\n\n# G\u00fcncellenmi\u015f modeli Cloud Storage'a y\u00fckler.\n# ...\n<\/code><\/pre>\n<h2>Statik Site Entegrasyonu<\/h2>\n<p>G\u00fcncellenmi\u015f model, API arac\u0131l\u0131\u011f\u0131yla statik sitenize entegre edilir.  JavaScript kullanarak,  API&#8217;den modeli al\u0131p kullanabilirsiniz.  Bu sayede, siteniz her ziyaret edildi\u011finde en g\u00fcncel modele sahip olur.  Ancak, g\u00fcvenlik \u00f6nemli bir husustur.  API&#8217;nizi do\u011fru bir \u015fekilde koruman\u0131z, yetkisiz eri\u015fimi engellemeniz gerekiyor.<\/p>\n<p>Bu s\u00fcre\u00e7,  sisteminizin d\u00fczenli olarak bak\u0131mlar\u0131n\u0131n yap\u0131lmas\u0131n\u0131 ve hata ay\u0131klamas\u0131n\u0131n ger\u00e7ekle\u015ftirilmesini gerektirir.  Performans optimizasyonlar\u0131na da dikkat etmek \u00f6nemlidir.<\/p>\n<h2>G\u00fcvenlik Hususlar\u0131<\/h2>\n<p>Modelinizi ve API&#8217;nizi yetkisiz eri\u015fime kar\u015f\u0131 korumak \u00e7ok \u00f6nemlidir.  G\u00fcvenlik duvarlar\u0131, yetkilendirme ve \u015fifreleme gibi \u00f6nlemler almal\u0131s\u0131n\u0131z.  Ayr\u0131ca,  d\u00fczenli g\u00fcvenlik denetimleri yapman\u0131z ve g\u00fcncellemeleri takip etmeniz tavsiye edilir.  Bu konu,  projenizin ba\u015far\u0131s\u0131 i\u00e7in b\u00fcy\u00fck bir \u00f6neme sahiptir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Statik sitelere kendi kendine g\u00fcncellenen makine \u00f6\u011frenmesi modelleri g\u00f6mmek,  ba\u015flang\u0131\u00e7ta zorlay\u0131c\u0131 g\u00f6r\u00fcnse de,  serverless fonksiyonlar ve API&#8217;ler sayesinde m\u00fcmk\u00fcn ve olduk\u00e7a etkili bir y\u00f6ntemdir.  Bu yakla\u015f\u0131m,  hem performans\u0131 hem de g\u00fcvenli\u011fi art\u0131r\u0131r.  Bu makalede ele al\u0131nan y\u00f6ntemler,  kendinizi geli\u015ftirmeniz ve projelerinizde kullanman\u0131z i\u00e7in sa\u011flam bir temel olu\u015fturmaktad\u0131r.  Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<p>Ayr\u0131ca, konu hakk\u0131nda daha detayl\u0131 bilgi edinmek i\u00e7in  <a href=\"https:\/\/dev.to\/hexshift\/embedding-a-self-updating-machine-learning-model-in-a-static-site-5fmb\">bu kayna\u011fa<\/a> g\u00f6z atabilirsiniz.<\/p>\n<h3>#Etiketler<\/h3>\n<p>#Makine\u00d6\u011frenmesi #StatikSite #ModelDa\u011f\u0131t\u0131m\u0131 #KendiKendiniG\u00fcncelleme #YapayZeka #WebGeli\u015ftirme #Serverless #API #G\u00fcvenlik<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme Statik siteler, h\u0131zl\u0131, g\u00fcvenilir ve \u00f6l\u00e7eklenebilirlikleriyle bilinirler. Ancak, geleneksel&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-18956","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>Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme<\/title>\n<meta name=\"description\" content=\"Statik siteler, h\u0131zl\u0131, g\u00fcvenilir ve \u00f6l\u00e7eklenebilirlikleriyle bilinirler. Ancak, geleneksel olarak dinamik i\u00e7erik sunmakta zorlan\u0131rlar. Bu durum, makine \u00f6\u011frenmesi modellerini statik sitelere entegre etmeyi zorla\u015ft\u0131rabilir. Neyse ki, g\u00fcn\u00fcm\u00fcz teknolojileri sayesinde kendi kendine g\u00fcncellenen modelleri statik ortamlarda \u00e7al\u0131\u015ft\u0131rmak m\u00fcmk\u00fcn. Bu makalede, bu i\u015flemin detaylar\u0131n\u0131 ve a\u015famalar\u0131n\u0131 inceleyece\u011fiz. \u00d6ncelikle, temel kavramlar\u0131 a\u00e7\u0131klayarak ba\u015flayal\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\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme\" \/>\n<meta property=\"og:description\" content=\"Statik siteler, h\u0131zl\u0131, g\u00fcvenilir ve \u00f6l\u00e7eklenebilirlikleriyle bilinirler. Ancak, geleneksel olarak dinamik i\u00e7erik sunmakta zorlan\u0131rlar. Bu durum, makine \u00f6\u011frenmesi modellerini statik sitelere entegre etmeyi zorla\u015ft\u0131rabilir. Neyse ki, g\u00fcn\u00fcm\u00fcz teknolojileri sayesinde kendi kendine g\u00fcncellenen modelleri statik ortamlarda \u00e7al\u0131\u015ft\u0131rmak m\u00fcmk\u00fcn. Bu makalede, bu i\u015flemin detaylar\u0131n\u0131 ve a\u015famalar\u0131n\u0131 inceleyece\u011fiz. \u00d6ncelikle, temel kavramlar\u0131 a\u00e7\u0131klayarak ba\u015flayal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-23T04:30:15+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=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme\",\"datePublished\":\"2025-04-23T04:30:15+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\"},\"wordCount\":527,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/statik-sitelere-kendi-kendini-guncelleyen-makine-ogrenmesi-modelleri-gomme\/\",\"name\":\"Statik Sitelere Kendi Kendini G\u00fcncelleyen Makine \u00d6\u011frenmesi Modelleri G\u00f6mme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-04-23T04:30:15+00:00\",\"description\":\"Statik siteler, h\u0131zl\u0131, g\u00fcvenilir ve \u00f6l\u00e7eklenebilirlikleriyle bilinirler. 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