{"id":3425,"date":"2024-11-09T14:45:11","date_gmt":"2024-11-09T11:45:11","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/"},"modified":"2024-11-09T14:45:11","modified_gmt":"2024-11-09T11:45:11","slug":"aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/","title":{"rendered":"AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme"},"content":{"rendered":"<p>AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme<\/p>\n<p>Makine \u00f6\u011frenimi projelerinde, veri \u00f6n i\u015fleme, model e\u011fitimi, model da\u011f\u0131t\u0131m\u0131 ve model izleme gibi farkl\u0131 g\u00f6revleri y\u00fcr\u00fctmek i\u00e7in genellikle bir dizi AWS hizmeti kullan\u0131l\u0131r. Bu hizmetleri verimli bir \u015fekilde bir araya getirmek ve t\u00fcm bunlar\u0131 y\u00f6netilebilir bir \u015fekilde y\u00fcr\u00fctmek \u00f6nemlidir. SageMaker Not Defterleri, bu g\u00f6revleri otomatikle\u015ftirmeye ve birle\u015ftirmeye yard\u0131mc\u0131 olmak i\u00e7in harika bir ara\u00e7t\u0131r.<\/p>\n<h2>SageMaker Not Defterleri ile AWS \u0130\u015f Ak\u0131\u015flar\u0131 Entegrasyonu<\/h2>\n<p>SageMaker Not Defterleri, Jupyter Not Defterlerini \u00e7al\u0131\u015ft\u0131rmak ve AWS hizmetleriyle etkile\u015fim kurmak i\u00e7in tasarlanm\u0131\u015f etkile\u015fimli bir geli\u015ftirme ortam\u0131d\u0131r. SageMaker Not Defterleri, verilerinizle \u00e7al\u0131\u015fmak, modelleri e\u011fitmek ve da\u011f\u0131tmak i\u00e7in kullanabilece\u011finiz \u00f6nceden yap\u0131land\u0131r\u0131lm\u0131\u015f bir ortam sunar. Bu not defterleri, AWS hesaplar\u0131n\u0131zla do\u011frudan entegre olur ve AWS hizmetlerine, \u00f6rne\u011fin S3, Glue, DynamoDB ve Lambda&#8217;ya eri\u015fmenizi sa\u011flar.  Bu entegrasyon,  i\u015f ak\u0131\u015flar\u0131n\u0131z\u0131 otomatikle\u015ftirmenizi ve AWS kaynaklar\u0131n\u0131z\u0131 y\u00f6netimenizi sa\u011flar.<\/p>\n<h2>SageMaker Not Defterlerini Kullanman\u0131n Faydalar\u0131<\/h2>\n<p>SageMaker Not Defterleri, AWS i\u015f ak\u0131\u015flar\u0131n\u0131z\u0131 entegre etmenin bir\u00e7ok faydas\u0131n\u0131 sunar:<\/p>\n<ul>\n<li><strong>Otomasyon:<\/strong>  Tek bir not defterinde birden fazla AWS hizmetini kullanarak otomatik i\u015f ak\u0131\u015flar\u0131 olu\u015fturabilirsiniz. Bu, manuel ad\u0131mlar\u0131n say\u0131s\u0131n\u0131 azalt\u0131r ve hata olas\u0131l\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcr\u00fcr.<\/li>\n<li><strong>Y\u00f6netilebilirlik:<\/strong>  T\u00fcm kodunuzu ve kaynaklar\u0131n\u0131z\u0131 tek bir yerde tutarak, projelerinizi kolayca y\u00f6netebilir ve izleyebilirsiniz.<\/li>\n<li><strong>\u0130\u015fbirli\u011fi:<\/strong>  SageMaker Not Defterleri, ekiplerinizle i\u015fbirli\u011fi yapman\u0131za ve projeleri payla\u015fman\u0131za imkan tan\u0131r.<\/li>\n<li><strong>G\u00fcvenlik:<\/strong>  SageMaker Not Defterleri, AWS g\u00fcvenlik \u00f6zelliklerinin avantajlar\u0131ndan yararlan\u0131r, verilerinizin ve kaynaklar\u0131n\u0131z\u0131n g\u00fcvenli\u011fini sa\u011flar.<\/li>\n<\/ul>\n<h2>Pratik Bir \u00d6rnek:  Veri Haz\u0131rl\u0131\u011f\u0131 ve Model E\u011fitimi<\/h2>\n<p>Bir makine \u00f6\u011frenimi i\u015f ak\u0131\u015f\u0131 i\u00e7in \u00f6rnek bir senaryo olarak,  S3&#8217;ten veri okuma, veri \u00f6n i\u015fleme ve bir modeli e\u011fitme  i\u015flemlerini ele alal\u0131m. Bu i\u015flemleri SageMaker Not Defterleri ile otomatikle\u015ftirmek i\u00e7in a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 izleyebiliriz:<\/p>\n<ol>\n<li><strong>SageMaker Not Defteri Olu\u015fturma:<\/strong>  SageMaker konsolunda yeni bir not defteri olu\u015fturun. Bu not defteri, gerekli Python k\u00fct\u00fcphaneleri ve AWS SDK&#8217;s\u0131 ile \u00f6nceden yap\u0131land\u0131r\u0131lm\u0131\u015f olacakt\u0131r.<\/li>\n<li><strong>S3&#8217;ten Veri Okuma:<\/strong>  Boto3 k\u00fct\u00fcphanesini kullanarak S3&#8217;ten verileri okuyun. Verilerinizi i\u015flemek ve i\u015flemler yapmak i\u00e7in Pandas gibi uygun k\u00fct\u00fcphaneleri kullan\u0131n.<\/li>\n<li><strong>Veri \u00d6n \u0130\u015fleme:<\/strong>  Verilerinizi temizleme, d\u00f6n\u00fc\u015ft\u00fcrme ve \u00f6zellikler \u00e7\u0131karma gibi i\u015flemler yap\u0131n.<\/li>\n<li><strong>Model E\u011fitimi:<\/strong>  Scikit-learn, TensorFlow veya PyTorch gibi k\u00fct\u00fcphaneleri kullanarak bir makine \u00f6\u011frenimi modeli e\u011fitin. Modeli e\u011fitmek i\u00e7in SageMaker&#8217;\u0131n dahili e\u011fitim i\u015flevi olan  <code>sagemaker.estimator.Estimator<\/code>&#8216;\u00fc kullan\u0131n.<\/li>\n<li><strong>Model Depolama:<\/strong>  E\u011fitim tamamland\u0131ktan sonra, e\u011fitilmi\u015f modeli S3&#8217;e kaydedin.<\/li>\n<\/ol>\n<h2>Sonu\u00e7<\/h2>\n<p>SageMaker Not Defterleri, AWS i\u015f ak\u0131\u015flar\u0131n\u0131z\u0131 birle\u015ftirmek ve otomatikle\u015ftirmek i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Bu not defterleri,  AWS hizmetleriyle etkile\u015fim kurarak,  veri \u00f6n i\u015fleme, model e\u011fitimi, model da\u011f\u0131t\u0131m\u0131 ve model izleme gibi g\u00f6revleri kolayla\u015ft\u0131r\u0131r.  AWS hizmetlerini entegre ederek, makine \u00f6\u011frenimi projelerinizi daha verimli ve y\u00f6netilebilir bir \u015fekilde geli\u015ftirebilirsiniz. Daha fazla bilgi i\u00e7in web sitemizi ziyaret edebilirsiniz:  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a>.<\/p>\n<h2>#Etiketler<\/h2>\n<p>#AWS #SageMaker #NotDefteri #Makine\u00d6\u011frenimi #\u0130\u015fAk\u0131\u015f\u0131 #Entegrasyon #VeriBilimi #Otomasyon #Y\u00f6netilebilirlik #\u0130\u015fbirli\u011fi #G\u00fcvenlik #S3 #Boto3 #Pandas #Scikit-learn #TensorFlow #PyTorch <\/p>\n","protected":false},"excerpt":{"rendered":"AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme Makine \u00f6\u011frenimi projelerinde, veri \u00f6n i\u015fleme, model e\u011fitimi, model&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-3425","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>AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme<\/title>\n<meta name=\"description\" content=\"Makine \u00f6\u011frenimi projelerinde, veri \u00f6n i\u015fleme, model e\u011fitimi, model da\u011f\u0131t\u0131m\u0131 ve model izleme gibi farkl\u0131 g\u00f6revleri y\u00fcr\u00fctmek i\u00e7in genellikle bir dizi AWS hizmeti kullan\u0131l\u0131r. Bu hizmetleri verimli bir \u015fekilde bir araya getirmek ve t\u00fcm bunlar\u0131 y\u00f6netilebilir bir \u015fekilde y\u00fcr\u00fctmek \u00f6nemlidir. SageMaker Not Defterleri, bu g\u00f6revleri otomatikle\u015ftirmeye ve birle\u015ftirmeye yard\u0131mc\u0131 olmak i\u00e7in harika bir ara\u00e7t\u0131r.\" \/>\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\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme\" \/>\n<meta property=\"og:description\" content=\"Makine \u00f6\u011frenimi projelerinde, veri \u00f6n i\u015fleme, model e\u011fitimi, model da\u011f\u0131t\u0131m\u0131 ve model izleme gibi farkl\u0131 g\u00f6revleri y\u00fcr\u00fctmek i\u00e7in genellikle bir dizi AWS hizmeti kullan\u0131l\u0131r. Bu hizmetleri verimli bir \u015fekilde bir araya getirmek ve t\u00fcm bunlar\u0131 y\u00f6netilebilir bir \u015fekilde y\u00fcr\u00fctmek \u00f6nemlidir. SageMaker Not Defterleri, bu g\u00f6revleri otomatikle\u015ftirmeye ve birle\u015ftirmeye yard\u0131mc\u0131 olmak i\u00e7in harika bir ara\u00e7t\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-09T11:45:11+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\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme\",\"datePublished\":\"2024-11-09T11:45:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\"},\"wordCount\":598,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/aws-is-akislarini-sagemaker-not-defterleri-ile-entegre-etme\/\",\"name\":\"AWS \u0130\u015f Ak\u0131\u015flar\u0131n\u0131 SageMaker Not Defterleri ile Entegre Etme\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-11-09T11:45:11+00:00\",\"description\":\"Makine \u00f6\u011frenimi projelerinde, veri \u00f6n i\u015fleme, model e\u011fitimi, model da\u011f\u0131t\u0131m\u0131 ve model izleme gibi farkl\u0131 g\u00f6revleri y\u00fcr\u00fctmek i\u00e7in genellikle bir dizi AWS hizmeti kullan\u0131l\u0131r. 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