{"id":12495,"date":"2025-02-15T01:45:10","date_gmt":"2025-02-14T22:45:10","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/"},"modified":"2025-02-15T01:45:10","modified_gmt":"2025-02-14T22:45:10","slug":"yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/","title":{"rendered":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz"},"content":{"rendered":"<p><body><\/p>\n<p>Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz<\/p>\n<p>Son y\u0131llarda yapay zeka (AI), makine \u00f6\u011frenmesi (ML) ve derin \u00f6\u011frenme (DL) alanlar\u0131nda inan\u0131lmaz bir ilerleme kaydedildi.  Bu teknolojiler, g\u00fcnl\u00fck hayat\u0131m\u0131z\u0131n her alan\u0131nda giderek daha fazla yer edinmekte ve gelece\u011fi \u015fekillendirme potansiyeline sahip.  Ancak, bu \u00fc\u00e7 kavram aras\u0131nda bazen kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131 ya\u015fanabiliyor. Bu kapsaml\u0131 k\u0131lavuzda, bu teknolojileri ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayaca\u011f\u0131z.<\/p>\n<h2>Yapay Zeka (AI) Nedir?<\/h2>\n<p>Yapay zeka, genel olarak makinelerin insan zekas\u0131n\u0131 taklit etmesini ama\u00e7layan bir bilim dal\u0131d\u0131r.  Bu, problem \u00e7\u00f6zme, \u00f6\u011frenme, karar verme ve do\u011fal dil i\u015fleme gibi yetenekleri i\u00e7erir.  \u00d6zetle, yapay zeka, bilgisayarlar\u0131n insan benzeri zekaya sahip olmas\u0131n\u0131 hedefler.  AI, geni\u015f bir yelpazeyi kapsayan bir \u00e7at\u0131 kavramd\u0131r ve makine \u00f6\u011frenmesi ile derin \u00f6\u011frenme onun alt k\u00fcmeleridir.<\/p>\n<h2>Makine \u00d6\u011frenmesi (ML) Nedir?<\/h2>\n<p>Makine \u00f6\u011frenmesi, yapay zekan\u0131n bir alt k\u00fcmesidir.  Makinelerin a\u00e7\u0131k\u00e7a programlanmadan veri setlerinden \u00f6\u011frenmesini sa\u011flar.  Algoritmalar, verilerdeki kal\u0131plar\u0131 tespit ederek, gelecekteki sonu\u00e7lar\u0131 tahmin etmek veya kararlar almak i\u00e7in kullan\u0131l\u0131r.  \u00d6rne\u011fin, spam filtreleme sistemleri makine \u00f6\u011frenmesi algoritmalar\u0131 kullanarak spam mesajlar\u0131n\u0131 tespit eder.  K\u0131sacas\u0131, makine \u00f6\u011frenmesi, verilerden \u00f6\u011frenen algoritmalar\u0131 kullan\u0131r.<\/p>\n<h2>Derin \u00d6\u011frenme (DL) Nedir?<\/h2>\n<p>Derin \u00f6\u011frenme ise makine \u00f6\u011frenmesinin bir alt k\u00fcmesidir ve yapay sinir a\u011flar\u0131 kullanarak \u00e7al\u0131\u015f\u0131r.  Bu sinir a\u011flar\u0131, insan beyninin yap\u0131s\u0131na benzer \u015fekilde \u00e7ok say\u0131da katmandan olu\u015fur (&#8220;derin&#8221; ad\u0131 da buradan gelir).  Derin \u00f6\u011frenme, b\u00fcy\u00fck miktarda veri i\u015fleyerek karma\u015f\u0131k kal\u0131plar\u0131 tespit edebilir ve daha y\u00fcksek do\u011fruluk oranlar\u0131na ula\u015fabilir.  \u00d6rne\u011fin, y\u00fcz tan\u0131ma sistemleri ve otonom s\u00fcr\u00fc\u015f teknolojileri derin \u00f6\u011frenme algoritmalar\u0131yla \u00e7al\u0131\u015f\u0131r.  Sonu\u00e7 olarak, derin \u00f6\u011frenme, karma\u015f\u0131k verilerden \u00e7ok daha detayl\u0131 \u00f6\u011frenmeyi sa\u011flar.<\/p>\n<h2>Aralar\u0131ndaki Farklar<\/h2>\n<p>Bu \u00fc\u00e7 kavram aras\u0131ndaki ili\u015fki, birbiri i\u00e7ine ge\u00e7mi\u015f k\u00fcmeler gibidir: Derin \u00f6\u011frenme, makine \u00f6\u011frenmesinin bir alt k\u00fcmesidir ve makine \u00f6\u011frenmesi ise yapay zekan\u0131n bir alt k\u00fcmesidir.  Yapay zeka, daha geni\u015f bir kavram olup, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme, bu geni\u015f kapsaml\u0131 alan\u0131n belirli alt dallar\u0131d\u0131r.  \u00d6zetle,  derin \u00f6\u011frenme makine \u00f6\u011frenmesini, makine \u00f6\u011frenmesi de yapay zekay\u0131 kapsar.<\/p>\n<h2>\u00d6rnekler<\/h2>\n<p>Bu teknolojilerin \u00f6rneklerini g\u00fcnl\u00fck hayatta s\u0131k\u00e7a g\u00f6r\u00fcyoruz.  \u00d6rne\u011fin, Netflix&#8217;in film \u00f6nerileri makine \u00f6\u011frenmesi algoritmalar\u0131yla \u00e7al\u0131\u015f\u0131r.  Google Asistan ve Siri gibi sanal asistanlar ise derin \u00f6\u011frenme teknolojilerinden faydalan\u0131r.  Bunlar\u0131n yan\u0131 s\u0131ra, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme, finansal modelleme ve do\u011fal dil i\u015fleme gibi bir\u00e7ok alanda da bu teknolojiler aktif olarak kullan\u0131l\u0131yor.<\/p>\n<p>Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz. Ayr\u0131ca, bu konuda daha detayl\u0131 bilgi edinmek isteyenler i\u00e7in <a href=\"https:\/\/dev.to\/alaa-samy\/understanding-ai-machine-learning-and-deep-learning-a-comprehensive-guide-1j0\">bu \u0130ngilizce kayna\u011f\u0131<\/a> inceleyebilirsiniz.<\/p>\n<h3>#Etiketler<\/h3>\n<p>yapay zeka, makine \u00f6\u011frenmesi, derin \u00f6\u011frenme, AI, ML, DL, yapay zeka nedir, makine \u00f6\u011frenmesi nedir, derin \u00f6\u011frenme nedir, Fatih Soysal, algoritma, sinir a\u011f\u0131, veri bilimi<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz Son y\u0131llarda yapay zeka (AI), makine \u00f6\u011frenmesi (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-12495","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>Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz<\/title>\n<meta name=\"description\" content=\"Son y\u0131llarda yapay zeka (AI), makine \u00f6\u011frenmesi (ML) ve derin \u00f6\u011frenme (DL) alanlar\u0131nda inan\u0131lmaz bir ilerleme kaydedildi. Bu teknolojiler, g\u00fcnl\u00fck hayat\u0131m\u0131z\u0131n her alan\u0131nda giderek daha fazla yer edinmekte ve gelece\u011fi \u015fekillendirme potansiyeline sahip. Ancak, bu \u00fc\u00e7 kavram aras\u0131nda bazen kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131 ya\u015fanabiliyor. Bu kapsaml\u0131 k\u0131lavuzda, bu teknolojileri ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayaca\u011f\u0131z.\" \/>\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\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz\" \/>\n<meta property=\"og:description\" content=\"Son y\u0131llarda yapay zeka (AI), makine \u00f6\u011frenmesi (ML) ve derin \u00f6\u011frenme (DL) alanlar\u0131nda inan\u0131lmaz bir ilerleme kaydedildi. Bu teknolojiler, g\u00fcnl\u00fck hayat\u0131m\u0131z\u0131n her alan\u0131nda giderek daha fazla yer edinmekte ve gelece\u011fi \u015fekillendirme potansiyeline sahip. Ancak, bu \u00fc\u00e7 kavram aras\u0131nda bazen kafa kar\u0131\u015f\u0131kl\u0131\u011f\u0131 ya\u015fanabiliyor. Bu kapsaml\u0131 k\u0131lavuzda, bu teknolojileri ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayaca\u011f\u0131z.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-14T22:45:10+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\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz\",\"datePublished\":\"2025-02-14T22:45:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\"},\"wordCount\":516,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-kapsamli-bir-kilavuz\/\",\"name\":\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Kapsaml\u0131 Bir K\u0131lavuz\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-14T22:45:10+00:00\",\"description\":\"Son y\u0131llarda yapay zeka (AI), makine \u00f6\u011frenmesi (ML) ve derin \u00f6\u011frenme (DL) alanlar\u0131nda inan\u0131lmaz bir ilerleme kaydedildi. 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