{"id":13967,"date":"2025-03-02T05:00:14","date_gmt":"2025-03-02T02:00:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-nedir-baslangic-rehberi\/"},"modified":"2025-03-02T05:00:14","modified_gmt":"2025-03-02T02:00:14","slug":"makine-ogrenmesi-nedir-baslangic-rehberi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-nedir-baslangic-rehberi\/","title":{"rendered":"Makine \u00d6\u011frenmesi Nedir? Ba\u015flang\u0131\u00e7 Rehberi"},"content":{"rendered":"<p><body><\/p>\n<p>Makine \u00d6\u011frenmesi Nedir? Ba\u015flang\u0131\u00e7 Rehberi<\/p>\n<p>Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlere makine \u00f6\u011frenmesini (Machine Learning &#8211; ML) basit bir dille anlataca\u011f\u0131m.  Makine \u00f6\u011frenmesi, bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan \u00f6\u011frenme yetene\u011fini kazand\u0131ran bir yapay zeka (AI) dal\u0131d\u0131r.  Ba\u015fka bir deyi\u015fle, bilgisayarlar verilerden \u00f6\u011frenir ve gelecekteki olaylar\u0131 tahmin etmek i\u00e7in bu \u00f6\u011frenmeyi kullan\u0131rlar.  Bu, karma\u015f\u0131k desenleri tan\u0131may\u0131, tahminlerde bulunmay\u0131 ve kararlar vermeyi i\u00e7erir.<\/p>\n<h2>Makine \u00d6\u011frenmesi Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n<p>Makine \u00f6\u011frenmesi algoritmalar\u0131, b\u00fcy\u00fck miktarda veri \u00fczerinde e\u011fitilerek \u00e7al\u0131\u015f\u0131r. Bu veriler, algoritman\u0131n \u00f6\u011frenmesi gereken \u00f6r\u00fcnt\u00fcleri i\u00e7erir.  \u00d6rne\u011fin, bir spam filtresi olu\u015fturmak i\u00e7in binlerce e-postan\u0131n spam olup olmad\u0131\u011f\u0131na dair etiketlenmi\u015f veriler kullan\u0131l\u0131r.  Algoritma, bu verileri analiz eder ve gelecekteki e-postalar\u0131n spam olup olmad\u0131\u011f\u0131n\u0131 tahmin etmek i\u00e7in bir model olu\u015fturur.  Bu s\u00fcre\u00e7, algoritman\u0131n do\u011frulu\u011funu s\u00fcrekli olarak iyile\u015ftirmeyi ama\u00e7lar.  Sonras\u0131nda ise bu model, yeni veriler \u00fczerinde test edilir ve performans\u0131 de\u011ferlendirilir.<\/p>\n<h3>Makine \u00d6\u011frenmesinin \u00c7e\u015fitleri<\/h3>\n<p>Makine \u00f6\u011frenmesi, birka\u00e7 farkl\u0131 t\u00fcre ayr\u0131l\u0131r. Bunlardan en yayg\u0131n olanlar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><b>Denetimli \u00d6\u011frenme (Supervised Learning):<\/b>  Algoritma, etiketlenmi\u015f verilerle e\u011fitilerek, belirli bir girdi i\u00e7in do\u011fru \u00e7\u0131kt\u0131y\u0131 \u00f6\u011frenir. \u00d6rnek olarak, bir g\u00f6r\u00fcnt\u00fcy\u00fc kedi veya k\u00f6pek olarak s\u0131n\u0131fland\u0131rmak verilebilir.<\/li>\n<li><b>Denetimsiz \u00d6\u011frenme (Unsupervised Learning):<\/b> Algoritma, etiketlenmemi\u015f verilerle e\u011fitilerek, verilerdeki \u00f6r\u00fcnt\u00fcleri ve yap\u0131lar\u0131 ke\u015ffeder. \u00d6rnek olarak, m\u00fc\u015fteri segmentasyonu verilebilir.<\/li>\n<li><b>Peki\u015ftirmeli \u00d6\u011frenme (Reinforcement Learning):<\/b> Algoritma, \u00e7evresiyle etkile\u015fim kurarak, \u00f6d\u00fcller ve cezalar arac\u0131l\u0131\u011f\u0131yla \u00f6\u011frenir. \u00d6rnek olarak, bir robotun bir labirentte gezinmesi verilebilir.<\/li>\n<\/ul>\n<h2>G\u00fcnl\u00fck Hayatta Makine \u00d6\u011frenmesi<\/h2>\n<p>Makine \u00f6\u011frenmesi, g\u00fcn\u00fcm\u00fczde bir\u00e7ok alanda kullan\u0131lmaktad\u0131r.  \u00d6rne\u011fin,  arama motorlar\u0131, ki\u015fiselle\u015ftirilmi\u015f reklamc\u0131l\u0131k,  spam filtreleri,  sesli asistanlar,  t\u0131bbi te\u015fhis,  self-driving ara\u00e7lar ve daha bir\u00e7ok uygulamada makine \u00f6\u011frenmesi algoritmalar\u0131 yer almaktad\u0131r.  Bu teknolojinin s\u00fcrekli olarak geli\u015fti\u011fini ve hayat\u0131m\u0131zda daha da b\u00fcy\u00fck bir rol oynayaca\u011f\u0131n\u0131 unutmamak gerek.<\/p>\n<h2>Makine \u00d6\u011frenmesi \u00d6\u011frenmek \u0130\u00e7in Kaynaklar<\/h2>\n<p>Makine \u00f6\u011frenmesini \u00f6\u011frenmek isteyenler i\u00e7in bir\u00e7ok kaynak mevcuttur.  Online kurslar, kitaplar ve e\u011fitimler, bu konuda bilgi edinmenize yard\u0131mc\u0131 olabilir.  \u0130nternette arama yaparak bu kaynaklar\u0131 kolayca bulabilirsiniz.  Ayr\u0131ca, <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesinden de faydalanabilirsiniz.  Ba\u015flang\u0131\u00e7 seviyesindeyseniz, \u00f6nce temel matematik ve programlama bilgilerinizi geli\u015ftirmeniz faydal\u0131 olacakt\u0131r.<\/p>\n<p>Umar\u0131m bu makale, makine \u00f6\u011frenmesi hakk\u0131nda daha fazla bilgi edinmenize yard\u0131mc\u0131 olmu\u015ftur.  Herhangi bir sorunuz varsa, bana ula\u015fmaktan \u00e7ekinmeyin! <\/p>\n<p><b>Not:<\/b> Bu makalede bahsedilen \u00f6rnekler ve bilgiler, konuyu basit bir \u015fekilde anlatmak amac\u0131yla basitle\u015ftirilmi\u015ftir.  Makine \u00f6\u011frenmesi olduk\u00e7a karma\u015f\u0131k bir aland\u0131r ve daha detayl\u0131 bilgi i\u00e7in akademik kaynaklara ba\u015fvurman\u0131z \u00f6nerilir. <\/p>\n<p><a href=\"https:\/\/dev.to\/alex_aslam\/what-is-machine-learning-a-beginners-guide-2ono\">\u0130ngilizce orijinal makale<\/a><\/p>\n<h3>#Etiketler<\/h3>\n<p>#Makine\u00d6\u011frenmesi #MachineLearning #YapayZeka #AI #VeriBilimi #Algoritma #Ba\u015flang\u0131\u00e7Rehberi #VeriAnalizi #FatihSoysal<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Makine \u00d6\u011frenmesi Nedir? Ba\u015flang\u0131\u00e7 Rehberi Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlere makine \u00f6\u011frenmesini (Machine Learning &#8211; ML)&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-13967","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>Makine \u00d6\u011frenmesi Nedir? Ba\u015flang\u0131\u00e7 Rehberi<\/title>\n<meta name=\"description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlere makine \u00f6\u011frenmesini (Machine Learning - ML) basit bir dille anlataca\u011f\u0131m. Makine \u00f6\u011frenmesi, bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan \u00f6\u011frenme yetene\u011fini kazand\u0131ran bir yapay zeka (AI) dal\u0131d\u0131r. Ba\u015fka bir deyi\u015fle, bilgisayarlar verilerden \u00f6\u011frenir ve gelecekteki olaylar\u0131 tahmin etmek i\u00e7in bu \u00f6\u011frenmeyi kullan\u0131rlar. Bu, karma\u015f\u0131k desenleri tan\u0131may\u0131, tahminlerde bulunmay\u0131 ve kararlar vermeyi i\u00e7erir.\" \/>\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\/makine-ogrenmesi-nedir-baslangic-rehberi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Makine \u00d6\u011frenmesi Nedir? Ba\u015flang\u0131\u00e7 Rehberi\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlere makine \u00f6\u011frenmesini (Machine Learning - ML) basit bir dille anlataca\u011f\u0131m. Makine \u00f6\u011frenmesi, bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan \u00f6\u011frenme yetene\u011fini kazand\u0131ran bir yapay zeka (AI) dal\u0131d\u0131r. Ba\u015fka bir deyi\u015fle, bilgisayarlar verilerden \u00f6\u011frenir ve gelecekteki olaylar\u0131 tahmin etmek i\u00e7in bu \u00f6\u011frenmeyi kullan\u0131rlar. 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Ben Fatih Soysal ve bug\u00fcn sizlere makine \u00f6\u011frenmesini (Machine Learning - ML) basit bir dille anlataca\u011f\u0131m. Makine \u00f6\u011frenmesi, bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan \u00f6\u011frenme yetene\u011fini kazand\u0131ran bir yapay zeka (AI) dal\u0131d\u0131r. Ba\u015fka bir deyi\u015fle, bilgisayarlar verilerden \u00f6\u011frenir ve gelecekteki olaylar\u0131 tahmin etmek i\u00e7in bu \u00f6\u011frenmeyi kullan\u0131rlar. 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