{"id":5339,"date":"2024-12-01T06:00:16","date_gmt":"2024-12-01T03:00:16","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/"},"modified":"2024-12-01T06:00:16","modified_gmt":"2024-12-01T03:00:16","slug":"bilgisayar-gorusu-icin-veri-kumeleri-4-bolum","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/","title":{"rendered":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)"},"content":{"rendered":"<p><body><\/p>\n<p>Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)<\/p>\n<p>Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z.  \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z.  Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.<\/p>\n<h2>G\u00f6r\u00fcnt\u00fc S\u0131n\u0131fland\u0131rma \u0130\u00e7in Veri K\u00fcmeleri<\/h2>\n<p>G\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma, bir g\u00f6r\u00fcnt\u00fcdeki nesneyi veya sahneyi belirlemeyi ama\u00e7layan bir g\u00f6revdir.  Bu g\u00f6rev i\u00e7in kullan\u0131lan pop\u00fcler veri k\u00fcmeleri \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>ImageNet:<\/strong>  \u00c7ok geni\u015f bir kategori yelpazesine sahip milyonlarca g\u00f6r\u00fcnt\u00fc i\u00e7eren dev bir veri k\u00fcmesidir.  Derin \u00f6\u011frenme modelleri i\u00e7in s\u0131kl\u0131kla kullan\u0131l\u0131r.  <a href=\"https:\/\/image-net.org\/\">ImageNet Resmi Sitesi<\/a><\/li>\n<li><strong>CIFAR-10 ve CIFAR-100:<\/strong>  10 ve 100 farkl\u0131 s\u0131n\u0131fa ait 60.000 renkli g\u00f6r\u00fcnt\u00fc i\u00e7eren daha k\u00fc\u00e7\u00fck ancak yayg\u0131n olarak kullan\u0131lan veri k\u00fcmeleridir.  Ba\u015flang\u0131\u00e7 seviyesi projeler i\u00e7in idealdir.<\/li>\n<li><strong>MNIST:<\/strong> El yaz\u0131s\u0131 rakamlar\u0131 i\u00e7eren, bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda klasik bir veri k\u00fcmesidir.  Genellikle temel derin \u00f6\u011frenme konseptlerini \u00f6\u011frenmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<\/ul>\n<p>Ayr\u0131ca,  spesifik alanlara odaklanan daha ni\u015f veri k\u00fcmeleri de mevcuttur. \u00d6rne\u011fin, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme i\u00e7in kullan\u0131lan veri k\u00fcmeleri veya uydu g\u00f6r\u00fcnt\u00fcleri i\u00e7eren veri k\u00fcmeleri bulunmaktad\u0131r.  Projenizin \u00f6zel gereksinimlerine g\u00f6re uygun veri k\u00fcmesini se\u00e7meniz \u00f6nemlidir.  Bu noktada, veri k\u00fcmesinin boyutu, etiketleme kalitesi ve \u00e7e\u015fitlili\u011fi gibi fakt\u00f6rleri g\u00f6z \u00f6n\u00fcnde bulundurman\u0131z gerekmektedir.  Sonu\u00e7 olarak, do\u011fru veri k\u00fcmesini se\u00e7mek, projenizin ba\u015far\u0131s\u0131 i\u00e7in kritik bir ad\u0131md\u0131r.<\/p>\n<h2>Nesne Alg\u0131lama \u0130\u00e7in Veri K\u00fcmeleri<\/h2>\n<p>Nesne alg\u0131lama, bir g\u00f6r\u00fcnt\u00fcdeki nesneleri tespit etme ve bunlar\u0131n konumlar\u0131n\u0131 belirlemeyi ama\u00e7lar. Bu g\u00f6rev i\u00e7in kullan\u0131lan baz\u0131 pop\u00fcler veri k\u00fcmeleri \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>COCO (Common Objects in Context):<\/strong>  Nesne alg\u0131lama, g\u00f6r\u00fcnt\u00fc b\u00f6l\u00fctleme ve alt ba\u015fl\u0131k yazma g\u00f6revleri i\u00e7in yayg\u0131n olarak kullan\u0131lan b\u00fcy\u00fck bir veri k\u00fcmesidir.  Nesnelerin ba\u011flam i\u00e7inde etiketlenmesi, bu veri k\u00fcmesini daha zorlu ve ger\u00e7ek\u00e7i hale getirir.<\/li>\n<li><strong>PASCAL VOC:<\/strong>  Nesne alg\u0131lama i\u00e7in kullan\u0131lan daha eski bir veri k\u00fcmesidir, ancak hala e\u011fitim ve benchmarking i\u00e7in kullan\u0131lmaktad\u0131r.<\/li>\n<\/ul>\n<h2>G\u00f6r\u00fcnt\u00fc B\u00f6l\u00fctleme \u0130\u00e7in Veri K\u00fcmeleri<\/h2>\n<p>G\u00f6r\u00fcnt\u00fc b\u00f6l\u00fctleme, bir g\u00f6r\u00fcnt\u00fcdeki her pikseli farkl\u0131 s\u0131n\u0131flara atamay\u0131 ama\u00e7lar.  Bu karma\u015f\u0131k g\u00f6rev i\u00e7in kullan\u0131lan veri k\u00fcmeleri genellikle daha y\u00fcksek kalitede etiketleme gerektirir.<\/p>\n<ul>\n<li><strong>Cityscapes:<\/strong>  S\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7lar i\u00e7in kullan\u0131lan, sokak sahneleri i\u00e7eren bir veri k\u00fcmesidir.<\/li>\n<li><strong>ADE20K:<\/strong>  Geni\u015f bir yelpazede sahne ve nesne i\u00e7eren b\u00fcy\u00fck bir veri k\u00fcmesidir.<\/li>\n<\/ul>\n<p>Bu veri k\u00fcmeleri sadece \u00f6rneklerdir ve bir\u00e7ok ba\u015fka veri k\u00fcmesi de mevcuttur.  Projenizin gereksinimlerine en uygun veri k\u00fcmesini se\u00e7mek, ba\u015far\u0131l\u0131 bir bilgisayar g\u00f6r\u00fc\u015f\u00fc uygulamas\u0131 geli\u015ftirmenin \u00f6nemli bir ad\u0131m\u0131d\u0131r.  Veri k\u00fcmelerinin \u00f6zelliklerini dikkatlice inceleyerek ve projenizin ihtiya\u00e7lar\u0131n\u0131 de\u011ferlendirerek en do\u011fru se\u00e7imi yapabilirsiniz.  Daha fazla bilgi i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">web sitemi<\/a> ziyaret edebilirsiniz. <\/p>\n<p>Ayr\u0131ca,  veri k\u00fcmeleri hakk\u0131nda daha fazla bilgi edinmek i\u00e7in a\u015fa\u011f\u0131daki kaynaklar\u0131 inceleyebilirsiniz:<\/p>\n<ul>\n<li><a href=\"https:\/\/paperswithcode.com\/datasets\">Papers with Code Datasets<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/datasets\">Kaggle Datasets<\/a><\/li>\n<\/ul>\n<h3>Sonu\u00e7<\/h3>\n<p>Bilgisayar g\u00f6r\u00fc\u015f\u00fc projeleriniz i\u00e7in do\u011fru veri k\u00fcmesini se\u00e7mek, ba\u015far\u0131n\u0131z i\u00e7in kritik \u00f6neme sahiptir.  Bu makalede ele ald\u0131\u011f\u0131m\u0131z veri k\u00fcmeleri ve kaynaklar, size ba\u015flang\u0131\u00e7 noktas\u0131 sunmay\u0131 ama\u00e7lamaktad\u0131r.  Unutmay\u0131n ki, projenizin \u00f6zel gereksinimleri dikkate al\u0131narak veri k\u00fcmesi se\u00e7imi yap\u0131lmal\u0131d\u0131r.<\/p>\n<p>#Etiketler: bilgisayar g\u00f6r\u00fc\u015f\u00fc, veri k\u00fcmesi, dataset, ImageNet, CIFAR, MNIST, COCO, PASCAL VOC, Cityscapes, ADE20K, g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma, nesne alg\u0131lama, g\u00f6r\u00fcnt\u00fc b\u00f6l\u00fctleme, derin \u00f6\u011frenme, yapay zeka, makine \u00f6\u011frenmesi, veri seti<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm) Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli&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-5339","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>Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)<\/title>\n<meta name=\"description\" content=\"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\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\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)\" \/>\n<meta property=\"og:description\" content=\"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-01T03:00:16+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)\",\"datePublished\":\"2024-12-01T03:00:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\"},\"wordCount\":736,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\",\"name\":\"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-12-01T03:00:16+00:00\",\"description\":\"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)","description":"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/","og_locale":"tr_TR","og_type":"article","og_title":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)","og_description":"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.","og_url":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2024-12-01T03:00:16+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"4 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)","datePublished":"2024-12-01T03:00:16+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/"},"wordCount":736,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#respond"]}],"copyrightYear":"2024","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/","url":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/","name":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2024-12-01T03:00:16+00:00","description":"Bilgisayar g\u00f6r\u00fc\u015f\u00fc alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in kaliteli ve \u00e7e\u015fitli veri k\u00fcmelerine ihtiya\u00e7 duyulmaktad\u0131r. Bu makalede, \u00e7e\u015fitli g\u00f6revler i\u00e7in kullan\u0131labilecek pop\u00fcler veri k\u00fcmelerini detayl\u0131 olarak ele alaca\u011f\u0131z. \u00d6nceki b\u00f6l\u00fcmlerde oldu\u011fu gibi, bu b\u00f6l\u00fcmde de farkl\u0131 \u00f6zelliklere sahip veri k\u00fcmelerine odaklanaca\u011f\u0131z. Bu sayede, projeniz i\u00e7in en uygun veri setini se\u00e7ebilmeniz daha kolayla\u015facakt\u0131r.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-veri-kumeleri-4-bolum\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Veri K\u00fcmeleri (4. B\u00f6l\u00fcm)"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/5339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=5339"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/5339\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=5339"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=5339"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=5339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}