{"id":41255,"date":"2026-03-17T09:00:43","date_gmt":"2026-03-17T06:00:43","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenimi-sistem-tasariminda-uzmanlasmak-icin-en-iyi-kaynaklar\/"},"modified":"2026-03-17T09:00:43","modified_gmt":"2026-03-17T06:00:43","slug":"makine-ogrenimi-sistem-tasariminda-uzmanlasmak-icin-en-iyi-kaynaklar","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenimi-sistem-tasariminda-uzmanlasmak-icin-en-iyi-kaynaklar\/","title":{"rendered":"Makine \u00d6\u011frenimi Sistem Tasar\u0131m\u0131nda Uzmanla\u015fmak \u0130\u00e7in En \u0130yi Kaynaklar"},"content":{"rendered":"<h2>Makine \u00d6\u011frenimi Sistem Tasar\u0131m\u0131nda Uzmanla\u015fmak \u0130\u00e7in En \u0130yi Kaynaklar<\/h2>\n<p>Makine \u00f6\u011frenimi (ML) modellerini \u00fcretim ortam\u0131na ba\u015far\u0131yla da\u011f\u0131tmak, sa\u011flam bir sistem tasar\u0131m\u0131n\u0131 gerektirir. \u00d6l\u00e7eklenebilir, g\u00fcvenilir ve maliyet etkin \u00e7\u00f6z\u00fcmler olu\u015fturmak i\u00e7in veri m\u00fchendisli\u011fi, da\u011f\u0131t\u0131k sistemler ve ML prensipleri derinlemesine anla\u015f\u0131lmal\u0131d\u0131r. Bu makale, ML sistem tasar\u0131m\u0131nda uzmanla\u015fmak isteyenler i\u00e7in en de\u011ferli kaynaklar\u0131 ve \u00f6\u011frenme yollar\u0131n\u0131 sunmay\u0131 ama\u00e7lamaktad\u0131r.<\/p>\n<h3>1. Temel Kavramlar ve Teorik Bilgi Kaynaklar\u0131<\/h3>\n<p>ML sistem tasar\u0131m\u0131n\u0131n temellerini atmak i\u00e7in sa\u011flam bir teorik bilgi birikimi \u015fartt\u0131r. Bu b\u00f6l\u00fcm, ba\u015flang\u0131\u00e7 i\u00e7in gerekli olan ana alanlar\u0131 ve bu alanlara y\u00f6nelik kaynaklar\u0131 ele almaktad\u0131r.<\/p>\n<h4>1.1. Veri M\u00fchendisli\u011fi ve Mimarisi<\/h4>\n<p>Her ML sistemi veriye dayan\u0131r. Verinin toplanmas\u0131, depolanmas\u0131, i\u015flenmesi ve sunulmas\u0131, sistemin performans\u0131n\u0131 ve g\u00fcvenilirli\u011fini do\u011frudan etkiler.<\/p>\n<ul>\n<li>Veri ambarlar\u0131, veri g\u00f6lleri ve ETL\/ELT s\u00fcre\u00e7leri gibi veri depolama ve i\u015fleme stratejilerini anlamak.<\/li>\n<li>Apache Kafka gibi veri ak\u0131\u015f\u0131 sistemleriyle ger\u00e7ek zamanl\u0131 i\u015flemeyi kavramak.<\/li>\n<li><strong>Kaynaklar:<\/strong> Martin Kleppmann&#8217;\u0131n &#8220;Designing Data-<br \/>\n","protected":false},"excerpt":{"rendered":"Makine \u00f6\u011frenimi (ML) modellerini \u00fcretim ortam\u0131na ba\u015far\u0131yla da\u011f\u0131tmak, sa\u011flam bir sistem tasar\u0131m\u0131n\u0131 gerektirir.","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-41255","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) - 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