{"id":18570,"date":"2025-04-19T07:00:14","date_gmt":"2025-04-19T04:00:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/"},"modified":"2025-04-19T07:00:14","modified_gmt":"2025-04-19T04:00:14","slug":"makine-ogrenmesi-yapay-zekanin-kalbi","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/","title":{"rendered":"Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi"},"content":{"rendered":"<p>Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi<\/p>\n<p>Makine \u00f6\u011frenmesi (ML), bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri \u00f6\u011frenebilme yetene\u011fiyle ilgilenen yapay zeka (AI) dal\u0131d\u0131r.  Basit\u00e7e s\u00f6ylemek gerekirse, bilgisayarlara veri k\u00fcmeleri beslenir ve onlar bu verilerden desenler \u00e7\u0131kararak gelecekteki olaylar\u0131 tahmin etmeyi veya kararlar almay\u0131 \u00f6\u011frenirler. Bu, karma\u015f\u0131k algoritmalar ve istatistiksel modeller kullan\u0131larak ger\u00e7ekle\u015ftirilir.  Makine \u00f6\u011frenmesi, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda artan \u00f6nemine ra\u011fmen, asl\u0131nda olduk\u00e7a eski bir kavramd\u0131r.<\/p>\n<h2>Makine \u00d6\u011frenmesinin \u00c7e\u015fitleri<\/h2>\n<p>Makine \u00f6\u011frenmesi, \u00e7e\u015fitli yakla\u015f\u0131mlara ayr\u0131l\u0131r. Bunlardan en yayg\u0131n olanlar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Denetimli \u00d6\u011frenme:<\/strong> Bu yakla\u015f\u0131mda, algoritma, do\u011fru yan\u0131tlarla etiketlenmi\u015f verilerle e\u011fitilir.  \u00d6rne\u011fin, bir algoritma kedilerin ve k\u00f6peklerin resimlerini i\u00e7eren ve her birinin etiketlendi\u011fi (kedi veya k\u00f6pek) bir veri k\u00fcmesiyle e\u011fitilebilir. E\u011fitimden sonra, algoritma yeni, etiketlenmemi\u015f resimleri do\u011fru bir \u015fekilde s\u0131n\u0131fland\u0131rabilir.  Bu y\u00f6ntem, bir\u00e7ok uygulamada, \u00f6zellikle s\u0131n\u0131fland\u0131rma ve regresyon problemlerinde kullan\u0131l\u0131r.<\/li>\n<li><strong>Denetimsiz \u00d6\u011frenme:<\/strong>  Bu yakla\u015f\u0131mda, algoritma etiketlenmemi\u015f verilerle e\u011fitilir.  G\u00f6revi, verilerdeki gizli desenleri, gruplar\u0131 veya yap\u0131y\u0131 ke\u015ffetmektir. K\u00fcmeleme ve boyut indirgeme, denetimsiz \u00f6\u011frenmenin yayg\u0131n \u00f6rnekleridir. \u00d6rne\u011fin, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek ve benzer m\u00fc\u015fteri gruplar\u0131 olu\u015fturmak i\u00e7in kullan\u0131labilir.<\/li>\n<li><strong>Peki\u015ftirmeli \u00d6\u011frenme:<\/strong> Bu yakla\u015f\u0131mda, bir ajan bir ortamda hareket eder ve eylemlerinin sonu\u00e7lar\u0131na g\u00f6re \u00f6d\u00fcller veya cezalar al\u0131r.  Ajan, maksimum \u00f6d\u00fcl elde etmek i\u00e7in en iyi eylem stratejisini \u00f6\u011frenir.  Oyun oynama, robot kontrol\u00fc ve otomatik s\u00fcr\u00fc\u015f gibi alanlarda kullan\u0131l\u0131r.  \u00d6rne\u011fin, bir robot kolun bir nesneyi tutmay\u0131 \u00f6\u011frenmesi bu y\u00f6ntemle ger\u00e7ekle\u015ftirilebilir.<\/li>\n<\/ul>\n<h2>Makine \u00d6\u011frenmesinin Uygulamalar\u0131<\/h2>\n<p>Makine \u00f6\u011frenmesi, bir\u00e7ok alanda devrim yaratm\u0131\u015ft\u0131r.  Baz\u0131 \u00f6rnekler \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>G\u00f6r\u00fcnt\u00fc \u0130\u015fleme:<\/strong> Nesne tan\u0131ma, y\u00fcz tan\u0131ma, t\u0131bbi g\u00f6r\u00fcnt\u00fc analizi.<\/li>\n<li><strong>Do\u011fal Dil \u0130\u015fleme (NLP):<\/strong>  Duygu analizi, makine \u00e7evirisi, chatbot&#8217;lar.<\/li>\n<li><strong>\u00d6neri Sistemleri:<\/strong>  E-ticaret sitelerinde \u00fcr\u00fcn \u00f6nerileri, m\u00fczik platformlar\u0131nda \u015fark\u0131 \u00f6nerileri.<\/li>\n<li><strong>Sa\u011fl\u0131k Hizmetleri:<\/strong> Hastal\u0131k te\u015fhisi, ki\u015fiselle\u015ftirilmi\u015f t\u0131p.<\/li>\n<li><strong>Finans:<\/strong>  Doland\u0131r\u0131c\u0131l\u0131k tespiti, risk y\u00f6netimi.<\/li>\n<\/ul>\n<p>Ayr\u0131ca, makine \u00f6\u011frenmesi,  gelecekteki trendleri tahmin etmek i\u00e7in de kullan\u0131lmaktad\u0131r.  \u00d6rne\u011fin, hava durumu tahmini veya borsa piyasas\u0131ndaki hareketler, karma\u015f\u0131k algoritmalar kullanarak tahmin edilebilmektedir.  Bununla birlikte, tahminlerin kesin olmamas\u0131 \u00f6nemlidir; sonu\u00e7lar olas\u0131l\u0131klar \u00fczerine kuruludur.<\/p>\n<h2>Makine \u00d6\u011frenmesinin Gelece\u011fi<\/h2>\n<p>Makine \u00f6\u011frenmesi, h\u0131zla geli\u015fen bir aland\u0131r ve gelecekte daha da b\u00fcy\u00fck bir etkiye sahip olmas\u0131 beklenmektedir.  Yeni algoritmalar\u0131n geli\u015ftirilmesi ve veri miktar\u0131ndaki art\u0131\u015f, makine \u00f6\u011frenmesinin yeteneklerini daha da art\u0131racakt\u0131r.  Ancak, etik endi\u015feler ve veri gizlili\u011fi gibi konular\u0131n da ele al\u0131nmas\u0131 gerekmektedir.  Sonu\u00e7 olarak, makine \u00f6\u011frenmesinin hem faydalar\u0131 hem de riskleri dikkatlice de\u011ferlendirilmelidir.<\/p>\n<p>Daha fazla bilgi i\u00e7in, <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal&#8217;\u0131n websitesini<\/a> ziyaret edebilirsiniz.  Konuyla ilgili daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/dev.to\/congngheaivn\/machine-learning-3k9i\">bu \u0130ngilizce makaleye<\/a> de g\u00f6z atabilirsiniz.<\/p>\n<p>Ayr\u0131ca, makine \u00f6\u011frenmesi alan\u0131nda ilerlemeyi takip etmek i\u00e7in, alan\u0131nda uzman ki\u015filerin yaz\u0131lar\u0131n\u0131 ve ara\u015ft\u0131rmalar\u0131n\u0131 takip etmenizi tavsiye ederim.  Bu sayede, bu h\u0131zl\u0131 geli\u015fen alandaki en son geli\u015fmelerden haberdar olabilirsiniz.  Unutmay\u0131n ki,  teknolojinin h\u0131zla ilerledi\u011fi bir d\u00fcnyada, s\u00fcrekli \u00f6\u011frenme ve kendini geli\u015ftirme olduk\u00e7a \u00f6nemlidir.<\/p>\n<h3>#Etiketler<\/h3>\n<p>#Makine\u00d6\u011frenmesi #YapayZeka #AI #ML #Denetimli\u00d6\u011frenme #Denetimsiz\u00d6\u011frenme #Peki\u015ftirmeli\u00d6\u011frenme #VeriBilimi #Algoritma #YapaySinirA\u011flar\u0131 #Makine\u00d6\u011frenmesiUygulamalar\u0131 #GelecekTeknoloji #FatihSoysal<\/p>\n","protected":false},"excerpt":{"rendered":"Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi Makine \u00f6\u011frenmesi (ML), bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri \u00f6\u011frenebilme yetene\u011fiyle ilgilenen yapay zeka (AI)&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-18570","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: Yapay Zekan\u0131n Kalbi<\/title>\n<meta name=\"description\" content=\"Makine \u00f6\u011frenmesi (ML), bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri \u00f6\u011frenebilme yetene\u011fiyle ilgilenen yapay zeka (AI) dal\u0131d\u0131r. Basit\u00e7e s\u00f6ylemek gerekirse, bilgisayarlara veri k\u00fcmeleri beslenir ve onlar bu verilerden desenler \u00e7\u0131kararak gelecekteki olaylar\u0131 tahmin etmeyi veya kararlar almay\u0131 \u00f6\u011frenirler. Bu, karma\u015f\u0131k algoritmalar ve istatistiksel modeller kullan\u0131larak ger\u00e7ekle\u015ftirilir. Makine \u00f6\u011frenmesi, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda artan \u00f6nemine ra\u011fmen, asl\u0131nda olduk\u00e7a eski bir kavramd\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\/makine-ogrenmesi-yapay-zekanin-kalbi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi\" \/>\n<meta property=\"og:description\" content=\"Makine \u00f6\u011frenmesi (ML), bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri \u00f6\u011frenebilme yetene\u011fiyle ilgilenen yapay zeka (AI) dal\u0131d\u0131r. Basit\u00e7e s\u00f6ylemek gerekirse, bilgisayarlara veri k\u00fcmeleri beslenir ve onlar bu verilerden desenler \u00e7\u0131kararak gelecekteki olaylar\u0131 tahmin etmeyi veya kararlar almay\u0131 \u00f6\u011frenirler. Bu, karma\u015f\u0131k algoritmalar ve istatistiksel modeller kullan\u0131larak ger\u00e7ekle\u015ftirilir. Makine \u00f6\u011frenmesi, g\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda artan \u00f6nemine ra\u011fmen, asl\u0131nda olduk\u00e7a eski bir kavramd\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-19T04:00:14+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\/makine-ogrenmesi-yapay-zekanin-kalbi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi\",\"datePublished\":\"2025-04-19T04:00:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/\"},\"wordCount\":601,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesi-yapay-zekanin-kalbi\/\",\"name\":\"Makine \u00d6\u011frenmesi: Yapay Zekan\u0131n Kalbi\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-04-19T04:00:14+00:00\",\"description\":\"Makine \u00f6\u011frenmesi (ML), bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri \u00f6\u011frenebilme yetene\u011fiyle ilgilenen yapay zeka (AI) dal\u0131d\u0131r. 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