{"id":7590,"date":"2020-02-22T11:14:41","date_gmt":"2020-02-22T08:14:41","guid":{"rendered":"https:\/\/www.intsoft.com.tr\/?p=7590"},"modified":"2021-04-02T16:31:47","modified_gmt":"2021-04-02T13:31:47","slug":"makine-ogrenmesi","status":"publish","type":"post","link":"https:\/\/www.intsoft.com.tr\/en-us\/2020\/02\/22\/makine-ogrenmesi\/","title":{"rendered":"Makine \u00d6\u011frenmesi"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7590\" class=\"elementor elementor-7590\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-141da589 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"141da589\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5731d19e\" data-id=\"5731d19e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-785880e7 elementor-widget elementor-widget-text-editor\" data-id=\"785880e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\n<h2 class=\"has-text-align-left wp-block-heading\" style=\"text-align: justify;\">Makine \u00d6\u011frenmesi ( Machine Learning )<\/h2>\n\n<p style=\"text-align: justify;\">Makine \u00f6\u011frenmesi olarak literat\u00fcr\u00fcm\u00fcze girmi\u015f olan \u201cMachine Learning\u201d 1959 y\u0131l\u0131nda bilgisayar biliminin yapay zekada say\u0131sal \u00f6\u011frenme ve model \u00e7al\u0131\u015fmalar\u0131 ile geli\u015ftirilmi\u015f bir dald\u0131r. \u00d6\u011frenebilen ve bu \u00f6\u011frenebildiklerinin \u0131\u015f\u0131\u011f\u0131nda veri \u00fcretebilen ve tahmin edebilen algoritmalar\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve bu sistemin nas\u0131l olu\u015ftu\u011funu ara\u015ft\u0131ran bir sistemdir.<\/p>\n\n<p style=\"text-align: justify;\">End\u00fcstri 4.0 d\u00f6n\u00fc\u015f\u00fcm\u00fc kapsam\u0131nda; bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn temel omurgalar\u0131ndan da olan bu konudan uzak kalmak inovatif sekt\u00f6rel geli\u015fmeye engel olu\u015fturacakt\u0131r. Machine learning ile \u00e7e\u015fitli \u00e7al\u0131\u015fmalar yap\u0131labilir. ERP ve CRP yaz\u0131l\u0131mlarda kullanmak, robotik sistemlerde kullanmak ve s\u0131n\u0131fland\u0131rma i\u015flemleri makineye yapt\u0131r\u0131larak uzun vadede yap\u0131labilecek olan eylemler k\u0131sa vadede yap\u0131labilir. Bu konuda yap\u0131lan yaz\u0131l\u0131mlarda Python dili \u00f6n plana \u00e7\u0131km\u0131\u015ft\u0131r. Ancak Microsoft\u2019un bu konuya dahil olmas\u0131 ile durum \u00e7ok daha geni\u015f alanlara do\u011fru y\u00f6nelmi\u015f ve Python dilinin bu alanda kullan\u0131labilirlik liderli\u011fi sona ermi\u015ftir.<\/p>\n\n<p style=\"text-align: justify;\">Microsoft\u2019un sekt\u00f6rel anlamda ofislerimizin i\u00e7ine kadar girmesi, <a href=\"https:\/\/www.intsoft.com.tr\/bursa-microsoft-partner\/\">Microsoft <\/a>Azure, <a href=\"https:\/\/www.microsoft.com\/tr-tr\">Microsoft<\/a> SQL Veritaban\u0131, <a href=\"https:\/\/www.intsoft.com.tr\/hololens-turkiye\/\">Hololens <\/a>ve daha bir\u00e7ok Microsoft uygulamas\u0131 ile entegre \u00e7al\u0131\u015fabilecek Microsoft temelli Machine Learning yaz\u0131l\u0131m dili ML.net; \u015firketleriniz i\u00e7in daha kullan\u0131\u015fl\u0131 olacakt\u0131r. Bu anlamda \u015firketimiz projeler geli\u015ftirmekte ve sekt\u00f6rel \u00e7\u00f6z\u00fcmler sunmaktad\u0131r. ML.net ile yap\u0131labilecek projelerden bahsedecek olursak:<\/p>\n\n<ul class=\"wp-block-list\" style=\"text-align: justify;\">\n<li>S\u0131n\u0131fland\u0131rma\/kategori olu\u015fturma ile m\u00fc\u015fteri geri bildirimini otomatik olarak pozitif ve negatif kategorilere b\u00f6lebilirsiniz.<\/li>\n<li>S\u00fcrekli de\u011fi\u015fen de\u011ferleri tahmin etme ile al\u0131m yap\u0131lan \u00fcr\u00fcnlerin \u00f6rne\u011fin; bir ev, bir araba veya bir \u00fcr\u00fcn\u00fcn \u00f6zelliklerine g\u00f6re fiyatlar\u0131n\u0131n do\u011frulu\u011funu tahmin edebilirsiniz.<\/li>\n<li>Anomali Alg\u0131lama ile sahte bankac\u0131l\u0131k i\u015flemlerini alg\u0131layabilirsiniz.<\/li>\n<li>\u00d6neriler ile \u00e7evrimi\u00e7i al\u0131\u015fveri\u015f\u00e7ilerin, \u00f6nceki sat\u0131n almalar\u0131na g\u00f6re sat\u0131n almas\u0131n\u0131 isteyebilece\u011finiz \u00fcr\u00fcnleri \u00f6nerebilirsiniz.<\/li>\n<li>Zaman serisi\/s\u0131ral\u0131 veriler ile hava durumu veya \u00fcr\u00fcn sat\u0131\u015flar\u0131 tahminini yapabilirsiniz.<\/li>\n<li>G\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 ile g\u00f6r\u00fcnt\u00fcdeki nesnelerin tespitini yapabiliriz.<\/li>\n<\/ul>\n\n<p style=\"text-align: justify;\">Bu konuda yapm\u0131\u015f oldu\u011fumuz \u00f6rnek projemizden bahsedecek olursak; G\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131 ile Nesne alg\u0131lamay\u0131 (Object Detection) sa\u011flayan yaz\u0131l\u0131m\u0131m\u0131z\u0131 inceleyebiliriz. Projemizden teknik olarak bahsedecek olursak ML.net kullan\u0131larak Onnx modeli ile s\u0131n\u0131fland\u0131rma yap\u0131lm\u0131\u015ft\u0131r.<\/p>\n\n<h4 class=\"wp-block-heading\" style=\"text-align: justify;\"><strong> Peki <\/strong>Onnx <strong>modeli nedir? <\/strong><\/h4>\n\n<p style=\"text-align: justify;\">Bir nesnenin Makineye \u00f6\u011fretilebilmesi i\u00e7in bir\u00e7ok parametre, etiketli e\u011fitim verisi ve uzun s\u00fcreli bilgi i\u015fleme (GPU saati) gerekir. Onnx modeli \u00f6nceden e\u011fitilmi\u015f bir model olarak belirli parametreleri girerek nesnelerin tan\u0131mlanmas\u0131n\u0131 k\u0131sa s\u00fcrede ger\u00e7ekle\u015ftirir. Yaz\u0131l\u0131m\u0131m\u0131zda araba, insan ve k\u00f6pe\u011fin g\u00f6r\u00fcnt\u00fcleri makineye \u00f6\u011frenimi yapt\u0131r\u0131lm\u0131\u015f olup g\u00f6r\u00fcnt\u00fclerde bu ayr\u0131\u015f\u0131m\u0131n makine taraf\u0131ndan yap\u0131lmas\u0131 sa\u011flanm\u0131\u015ft\u0131r.\u00a0<\/p>\n\n<figure class=\"wp-block-image size-large\" style=\"text-align: justify;\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"627\" class=\"wp-image-7593\" src=\"https:\/\/www.intsoft.com.tr\/wp-content\/uploads\/2020\/02\/image5org-1024x627.jpg\" alt=\"\" srcset=\"https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5org-1024x627.jpg 1024w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5org-300x184.jpg 300w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5org-768x470.jpg 768w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5org.jpg 1457w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\n<figcaption>Makine taraf\u0131ndan i\u015flenmemi\u015f g\u00f6r\u00fcnt\u00fcn\u00fcn ham hali yukar\u0131daki gibidir.<\/figcaption>\n<\/figure>\n\n<figure class=\"wp-block-image size-large\" style=\"text-align: justify;\"><img decoding=\"async\" width=\"1024\" height=\"627\" class=\"wp-image-7592\" src=\"https:\/\/www.intsoft.com.tr\/wp-content\/uploads\/2020\/02\/image5-1024x627.jpg\" alt=\"\" srcset=\"https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5-1024x627.jpg 1024w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5-300x184.jpg 300w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5-768x470.jpg 768w, https:\/\/www.intsoft.com.tr\/en-us\/wp-content\/uploads\/sites\/2\/2020\/02\/image5.jpg 1463w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p style=\"text-align: justify;\">Makine derin \u00f6\u011frenimi ile e\u011fitilmi\u015f olan yaz\u0131l\u0131m\u0131m\u0131z bu ham g\u00f6r\u00fcnt\u00fcy\u00fc i\u015fleyerek, g\u00f6r\u00fcnt\u00fc \u00fczerindeki nesnelerin tespitini yapm\u0131\u015ft\u0131r. \u0130\u015flenmi\u015f g\u00f6r\u00fcnt\u00fcde de g\u00f6r\u00fcld\u00fc\u011f\u00fc \u00fczere insan, k\u00f6pek ve araban\u0131n tespiti; ML.net ile yapm\u0131\u015f oldu\u011fumuz yaz\u0131l\u0131mla yukar\u0131daki \u00e7\u0131kt\u0131y\u0131 bize vermi\u015ftir. Unutmayal\u0131m ki nesne alg\u0131laman\u0131n ba\u015far\u0131s\u0131 e\u011fitti\u011fimiz veri k\u00fcmesinin b\u00fcy\u00fckl\u00fc\u011f\u00fcne ve kalitesine de ba\u011fl\u0131d\u0131r.<\/p>\n\n<p style=\"text-align: justify;\">Projemiz ile ilgili teknik detaylar\u0131 youtube kanal\u0131m\u0131zdan inceleyebilirsiniz. Sizleri inovatif \u00e7\u00f6z\u00fcmler i\u00e7in intSOFT Yaz\u0131l\u0131m ve Otomasyon \u2019da a\u011f\u0131rlamak isteriz.<\/p>\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong><em>\u0130nsan imkans\u0131z\u0131 ba\u015farabilir s\u00f6z\u00fc yetersizdir; \u00e7\u00fcnk\u00fc insan imkans\u0131z\u0131n da \u00f6tesine ula\u015fabilir.<\/em><\/strong><\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <strong><em>Nikola TESLA<\/em><\/strong><\/p>\n<\/blockquote>\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\" style=\"text-align: justify;\">\n<div class=\"wp-block-embed__wrapper\">https:\/\/www.youtube.com\/watch?v=gN9r8gQojTc&amp;t=3s<\/div>\n<\/figure>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Makine \u00d6\u011frenmesi ( Machine Learning ) Makine \u00f6\u011frenmesi olarak literat\u00fcr\u00fcm\u00fcze girmi\u015f olan \u201cMachine Learning\u201d 1959 y\u0131l\u0131nda bilgisayar biliminin yapay zekada say\u0131sal \u00f6\u011frenme ve model \u00e7al\u0131\u015fmalar\u0131 ile geli\u015ftirilmi\u015f bir dald\u0131r. \u00d6\u011frenebilen ve bu \u00f6\u011frenebildiklerinin \u0131\u015f\u0131\u011f\u0131nda veri \u00fcretebilen ve tahmin edebilen algoritmalar\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 ve bu sistemin nas\u0131l olu\u015ftu\u011funu ara\u015ft\u0131ran bir sistemdir. End\u00fcstri 4.0 d\u00f6n\u00fc\u015f\u00fcm\u00fc kapsam\u0131nda; bu&#8230;<\/p>\n","protected":false},"author":2,"featured_media":7601,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,10,11],"tags":[],"class_list":["post-7590","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bilgisayar","category-uygulama","category-yazilim"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Makine \u00d6\u011frenmesi - Intsoft Automation<\/title>\n<meta name=\"description\" content=\"Makine \u00f6\u011frenmesi olarak literat\u00fcr\u00fcm\u00fcze girmi\u015f olan \u201cMachine Learning\u201d 1959 y\u0131l\u0131nda bilgisayar biliminin yapay zekada say\u0131sal \u00f6\u011frenme ve model \u00e7al\u0131\u015fmalar\u0131...\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Makine \u00d6\u011frenmesi - 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