\n \n Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi<\/title><br \/>\n<\/head><br \/>\n<body><\/p>\n<p>Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi<\/p>\n<p>Merhaba! Ben Fatih Soysal ve sizlere makine \u00f6\u011frenmesinin temellerini a\u00e7\u0131klayaca\u011f\u0131m. Bu rehber, makine \u00f6\u011frenmesini yeni ke\u015ffedenler i\u00e7in tasarlanm\u0131\u015ft\u0131r. Konuyu ad\u0131m ad\u0131m ele alarak, karma\u015f\u0131k kavramlar\u0131 basit\u00e7e anlatmaya \u00e7al\u0131\u015faca\u011f\u0131m. \u00d6ncelikle, makine \u00f6\u011frenmesinin ne oldu\u011funu anlamakla ba\u015flayal\u0131m.<\/p>\n<h2>Makine \u00d6\u011frenmesi Nedir?<\/h2>\n<p>Basit\u00e7e s\u00f6ylemek gerekirse, makine \u00f6\u011frenmesi bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri setlerinden \u00f6\u011frenmelerini sa\u011flayan bir yapay zeka dal\u0131d\u0131r. Bilgisayarlar, verilerdeki kal\u0131plar\u0131 tan\u0131yarak, gelecekteki olaylar\u0131 tahmin edebilir veya kararlar verebilirler. \u00d6rne\u011fin, bir spam filtresi makine \u00f6\u011frenmesi kullanarak spam mesajlar\u0131 normal mesajlardan ay\u0131rt eder. Yine, bir g\u00f6r\u00fcnt\u00fc tan\u0131ma sistemi, binlerce kedi resmini inceleyerek, yeni bir kedi resmini ba\u015far\u0131yla tan\u0131mlayabilir.<\/p>\n<p>Bu s\u00fcre\u00e7, genellikle b\u00fcy\u00fck miktarda verinin i\u015flenmesi ve karma\u015f\u0131k algoritmalar\u0131n kullan\u0131lmas\u0131n\u0131 gerektirir. Ancak, temel prensiplerini anlamak i\u00e7in ileri d\u00fczey matematik bilgisine ihtiyac\u0131n\u0131z yok. \u00d6nemli olan, farkl\u0131 makine \u00f6\u011frenmesi tekniklerini ve bunlar\u0131n ne i\u00e7in kullan\u0131ld\u0131\u011f\u0131n\u0131 anlamakt\u0131r.<\/p>\n<h2>Makine \u00d6\u011frenmesinin T\u00fcrleri<\/h2>\n<p>Makine \u00f6\u011frenmesi, temel olarak \u00fc\u00e7 ana kategoriye ayr\u0131l\u0131r:<\/p>\n<ul>\n<li><strong>Denetimli \u00d6\u011frenme (Supervised Learning):<\/strong> Bilgisayar, etiketlenmi\u015f verilerle e\u011fitilir. Yani, her veri noktas\u0131n\u0131n do\u011fru cevab\u0131 \u00f6nceden bilinir. \u00d6rne\u011fin, bir ev fiyat\u0131n\u0131 tahmin etmek i\u00e7in, evlerin b\u00fcy\u00fckl\u00fc\u011f\u00fc, konumu gibi \u00f6zellikler ve fiyat bilgileri kullan\u0131larak model e\u011fitilir. Sonras\u0131nda, model yeni bir evin fiyat\u0131n\u0131 tahmin etmek i\u00e7in kullan\u0131labilir. Denetimli \u00f6\u011frenmenin pop\u00fcler algoritmalar\u0131 aras\u0131nda lineer regresyon, lojistik regresyon ve destek vekt\u00f6r makineleri (SVM) bulunur.<\/li>\n<li><strong>Denetimsiz \u00d6\u011frenme (Unsupervised Learning):<\/strong> Bilgisayar, etiketlenmemi\u015f verilerle e\u011fitilir. Ama\u00e7, verilerdeki gizli yap\u0131lar\u0131 ve kal\u0131plar\u0131 ke\u015ffetmektir. \u00d6rne\u011fin, m\u00fc\u015fteri segmentasyonu i\u00e7in, m\u00fc\u015fterilerin al\u0131\u015fveri\u015f ge\u00e7mi\u015fleri kullan\u0131larak benzer al\u0131\u015fkanl\u0131klara sahip m\u00fc\u015fteri gruplar\u0131 olu\u015fturulabilir. Pop\u00fcler algoritmalar aras\u0131nda k\u00fcmeleme (clustering) ve boyut indirgeme (dimensionality reduction) bulunur.<\/li>\n<li><strong>Takviyeli \u00d6\u011frenme (Reinforcement Learning):<\/strong> Bilgisayar, bir ortamda eylem yaparak \u00f6\u011frenir. Eylemlerine g\u00f6re \u00f6d\u00fcl veya ceza alarak, zaman i\u00e7inde en iyi stratejiyi \u00f6\u011frenir. \u00d6rne\u011fin, bir oyun oynayan bir yapay zeka, kazanma olas\u0131l\u0131\u011f\u0131n\u0131 art\u0131ran eylemleri se\u00e7meyi \u00f6\u011frenir. <\/li>\n<\/ul>\n<h2>Makine \u00d6\u011frenmesi Algoritmalar\u0131<\/h2>\n<p>Makine \u00f6\u011frenmesinde bir\u00e7ok farkl\u0131 algoritma kullan\u0131l\u0131r. Her algoritman\u0131n kendine \u00f6zg\u00fc avantajlar\u0131 ve dezavantajlar\u0131 vard\u0131r. Do\u011fru algoritman\u0131n se\u00e7imi, veri setinin \u00f6zelliklerine ve \u00e7\u00f6z\u00fclmek istenen probleme ba\u011fl\u0131d\u0131r. Baz\u0131 pop\u00fcler algoritmalar\u0131 daha detayl\u0131 olarak inceleyebiliriz. Ancak bu konu, ileri d\u00fczey bir makale konusu olur. \u015eimdilik temel kavramlar\u0131 kavramam\u0131z yeterli.<\/p>\n<h2>Makine \u00d6\u011frenmesinin Uygulamalar\u0131<\/h2>\n<p>Makine \u00f6\u011frenmesi, g\u00fcn\u00fcm\u00fczde bir\u00e7ok alanda kullan\u0131lmaktad\u0131r. \u00d6rnekler \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>G\u00f6r\u00fcnt\u00fc Tan\u0131ma:<\/strong> Otomatik ara\u00e7 tan\u0131ma, y\u00fcz tan\u0131ma, t\u0131bbi g\u00f6r\u00fcnt\u00fc analizi<\/li>\n<li><strong>Do\u011fal Dil \u0130\u015fleme:<\/strong> \u00c7eviri sistemleri, chatbot’lar, duygu analizi<\/li>\n<li><strong>Tavsiye Sistemleri:<\/strong> E-ticaret sitelerinde \u00fcr\u00fcn \u00f6nerileri, film \u00f6nerileri<\/li>\n<li><strong>Sahtekarl\u0131k Tespiti:<\/strong> Kredi kart\u0131 doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 tespiti, g\u00fcvenlik sistemleri<\/li>\n<\/ul>\n<p>Bu sadece birka\u00e7 \u00f6rnek. Makine \u00f6\u011frenmesi, hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131n\u0131 derinden etkilemekte ve gelecekte daha da yayg\u0131nla\u015facakt\u0131r. Ba\u015flang\u0131\u00e7 i\u00e7in bu kadar bilgi yeterli olacakt\u0131r. Daha fazla bilgi edinmek i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz. Ayr\u0131ca, konuya daha derinlemesine inmek i\u00e7in <a href=\"https:\/\/dev.to\/techpulse55\/a-beginners-guide-to-machine-learning-1531\">bu kayna\u011f\u0131<\/a> inceleyebilirsiniz.<\/p>\n<p><img decoding=\"async\" src=\"makine_ogrenmesi_gorsel.jpg\" alt=\"Makine \u00d6\u011frenmesi G\u00f6rseli\"><\/p>\n<p>Umar\u0131m bu makale makine \u00f6\u011frenmesine giri\u015f i\u00e7in faydal\u0131 olmu\u015ftur. Herhangi bir sorunuz varsa, l\u00fctfen bana bildirin!<\/p>\n<p>#Etiketler: Makine \u00d6\u011frenmesi, Yapay Zeka, Denetimli \u00d6\u011frenme, Denetimsiz \u00d6\u011frenme, Takviyeli \u00d6\u011frenme, Algoritma, Veri Bilimi, Ba\u015flang\u0131\u00e7 Rehberi<\/p>\n<p><\/body><br \/>\n<\/html><br \/>\n“`<\/p>\n<p>**Not:** `makine_ogrenmesi_gorsel.jpg` yerine kendi g\u00f6rselinizi eklemeniz gerekmektedir. Ayr\u0131ca, makaledeki baz\u0131 c\u00fcmleler, \u00f6zellikle ge\u00e7i\u015f kelimelerinin eklenmesi ve edilgen \u00e7at\u0131n\u0131n azalt\u0131lmas\u0131 konusunda daha da iyile\u015ftirilebilir. Bu, daha ak\u0131c\u0131 ve do\u011fal bir dil olu\u015fturman\u0131za yard\u0131mc\u0131 olacakt\u0131r. WordPress Yoast SEO eklentisi kriterlerine tam olarak uymak i\u00e7in, makaleyi Yoast SEO arac\u0131ndan ge\u00e7irmeniz \u00f6nerilir.<\/p>\n","protected":false},"excerpt":{"rendered":"“`html Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi Merhaba! Ben Fatih Soysal ve sizlere makine \u00f6\u011frenmesinin temellerini…","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-4064","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\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi<\/title>\n<meta name=\"description\" content=\"Merhaba! Ben Fatih Soysal ve sizlere makine \u00f6\u011frenmesinin temellerini a\u00e7\u0131klayaca\u011f\u0131m. Bu rehber, makine \u00f6\u011frenmesini yeni ke\u015ffedenler i\u00e7in tasarlanm\u0131\u015ft\u0131r. Konuyu ad\u0131m ad\u0131m ele alarak, karma\u015f\u0131k kavramlar\u0131 basit\u00e7e anlatmaya \u00e7al\u0131\u015faca\u011f\u0131m. \u00d6ncelikle, makine \u00f6\u011frenmesinin ne oldu\u011funu anlamakla 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\/makine-ogrenmesine-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\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Ben Fatih Soysal ve sizlere makine \u00f6\u011frenmesinin temellerini a\u00e7\u0131klayaca\u011f\u0131m. Bu rehber, makine \u00f6\u011frenmesini yeni ke\u015ffedenler i\u00e7in tasarlanm\u0131\u015ft\u0131r. Konuyu ad\u0131m ad\u0131m ele alarak, karma\u015f\u0131k kavramlar\u0131 basit\u00e7e anlatmaya \u00e7al\u0131\u015faca\u011f\u0131m. \u00d6ncelikle, makine \u00f6\u011frenmesinin ne oldu\u011funu anlamakla ba\u015flayal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-16T19:45:34+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-ogrenmesine-baslangic-rehberi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi\",\"datePublished\":\"2024-11-16T19:45:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/\"},\"wordCount\":680,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/makine-ogrenmesine-baslangic-rehberi\/\",\"name\":\"Makine \u00d6\u011frenmesine Ba\u015flang\u0131\u00e7 Rehberi\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-11-16T19:45:34+00:00\",\"description\":\"Merhaba! Ben Fatih Soysal ve sizlere makine \u00f6\u011frenmesinin temellerini a\u00e7\u0131klayaca\u011f\u0131m. Bu rehber, makine \u00f6\u011frenmesini yeni ke\u015ffedenler i\u00e7in tasarlanm\u0131\u015ft\u0131r. 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