{"id":3652,"date":"2023-08-23T10:08:43","date_gmt":"2023-08-23T10:08:43","guid":{"rendered":"https:\/\/noveltybilisim.com.tr\/blog\/?p=3652"},"modified":"2023-10-18T14:42:04","modified_gmt":"2023-10-18T14:42:04","slug":"derin-ogrenme-nedir","status":"publish","type":"post","link":"http:\/\/noveltybilisim.com.tr\/blog\/derin-ogrenme-nedir\/","title":{"rendered":"Derin \u00d6\u011frenme (Deep Learning) Nedir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3652\" class=\"elementor elementor-3652\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5b9c4f4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5b9c4f4\" 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-1f203bb\" data-id=\"1f203bb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-294a62d elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"294a62d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p style=\"margin-bottom: 0px; margin-left: 0px;\"><b>Derin \u00f6\u011frenme ve \u00f6\u011frenimi,<\/b> bilgisayarlara insanlar i\u00e7in do\u011fal olan \u015feyi yapmay\u0131 \u00f6\u011freten bir makine \u00f6\u011frenme tekni\u011fidir: &#8220;\u00f6rneklerle \u00f6\u011frenmek&#8221;. <b>Derin \u00f6\u011frenme,<\/b> s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7lar\u0131n arkas\u0131ndaki kilit teknolojidir ve bir dur i\u015faretini tan\u0131malar\u0131n\u0131 ya da bir yayay\u0131 elektrik dire\u011finden ay\u0131rt etmelerini sa\u011flar. Telefonlar, tabletler, TV&#8217;ler ve kablosuz hoparl\u00f6rler gibi t\u00fcketici cihazlar\u0131nda ses kontrol\u00fcn\u00fcn anahtar\u0131d\u0131r. Derin \u00f6\u011frenme son zamanlarda \u00e7ok dikkat \u00e7ekiyor ve bunun iyi bir nedeni var. Daha \u00f6nce m\u00fcmk\u00fcn olmayan sonu\u00e7lara ula\u015f\u0131yor.<\/p><p style=\"margin-bottom: 0px; margin-left: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px; margin-left: 0px;\">Derin \u00f6\u011frenmede, bir bilgisayar modeli do\u011frudan g\u00f6r\u00fcnt\u00fclerden, metinlerden veya seslerden s\u0131n\u0131fland\u0131rma g\u00f6revlerini yerine getirmeyi \u00f6\u011frenir. Derin \u00f6\u011frenme modelleri, bazen insan d\u00fczeyindeki performans\u0131 a\u015farak son teknoloji \u00fcr\u00fcn\u00fc do\u011frulu\u011fa ula\u015fabilir. Modeller, geni\u015f bir etiketli veri seti ve \u00e7ok say\u0131da katman i\u00e7eren sinir a\u011f\u0131 mimarileri kullan\u0131larak e\u011fitilir.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3678e00 elementor-widget elementor-widget-spacer\" data-id=\"3678e00\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-df5c244 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"df5c244\" 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-50 elementor-inner-column elementor-element elementor-element-9769a10\" data-id=\"9769a10\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4fdc54a elementor-widget elementor-widget-image\" data-id=\"4fdc54a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"917\" height=\"612\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme.png\" class=\"attachment-full size-full wp-image-3679\" alt=\"Derin \u00d6\u011frenme\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme.png 917w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-300x200.png 300w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-768x513.png 768w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-330x220.png 330w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-420x280.png 420w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-615x410.png 615w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/Derin-Ogrenme-860x574.png 860w\" sizes=\"(max-width: 917px) 100vw, 917px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Derin \u00d6\u011frenme<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1d2219f\" data-id=\"1d2219f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0e2615 elementor-widget elementor-widget-spacer\" data-id=\"d0e2615\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c283d0b elementor-widget elementor-widget-heading\" data-id=\"c283d0b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Derin \u00d6\u011frenme Neden \u00d6nemlidir?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4a7bb4 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b4a7bb4\" 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<div data-pm-slice=\"1 1 []\" data-en-clipboard=\"true\"><p style=\"margin-bottom: 0px;\">Tek kelimeyle, do\u011fruluk.\u00a0<a href=\"https:\/\/noveltybilisim.com.tr\/endustriler\/endustriler\">Derin \u00f6\u011frenme<\/a>, daha \u00f6nce hi\u00e7 olmad\u0131\u011f\u0131 kadar y\u00fcksek seviyelerde tan\u0131ma do\u011frulu\u011funa ula\u015f\u0131yor. Bu, t\u00fcketici elektroni\u011finin kullan\u0131c\u0131 beklentilerini kar\u015f\u0131lamas\u0131na yard\u0131mc\u0131 olur ve s\u00fcr\u00fcc\u00fcs\u00fcz arabalar gibi g\u00fcvenlik a\u00e7\u0131s\u0131ndan kritik uygulamalar i\u00e7in \u00e7ok \u00f6nemlidir. Derin \u00f6\u011frenme alan\u0131ndaki son geli\u015fmeler, g\u00f6r\u00fcnt\u00fclerdeki nesneleri s\u0131n\u0131fland\u0131rmak gibi baz\u0131 g\u00f6revlerde derin \u00f6\u011frenmenin insanlardan daha iyi performans g\u00f6sterdi\u011fi noktaya kadar ilerledi.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Derin \u00f6\u011frenme ilk olarak 1980&#8217;lerde teorize edilmi\u015f olsa da, ancak yak\u0131n zamanda kullan\u0131\u015fl\u0131 hale gelmesinin iki ana nedeni vard\u0131r:<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Derin \u00f6\u011frenme b\u00fcy\u00fck miktarlarda etiketli veri gerektirir. \u00d6rne\u011fin, s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7 geli\u015ftirme milyonlarca g\u00f6r\u00fcnt\u00fc ve binlerce saatlik video gerektirir.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Derin \u00f6\u011frenme \u00f6nemli miktarda bilgi i\u015flem g\u00fcc\u00fc gerektirir. Y\u00fcksek performansl\u0131 GPU&#8217;lar, derin \u00f6\u011frenme i\u00e7in verimli olan paralel bir mimariye sahiptir. K\u00fcmeler veya bulut bili\u015fim ile birle\u015ftirildi\u011finde, bu, geli\u015ftirme ekiplerinin derin \u00f6\u011frenme a\u011f\u0131 i\u00e7in e\u011fitim s\u00fcresini haftalardan saatlere veya daha k\u0131sa bir s\u00fcreye indirmesini sa\u011flar.<\/p><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b48bc9 elementor-widget elementor-widget-spacer\" data-id=\"3b48bc9\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6e3973c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e3973c\" 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-50 elementor-inner-column elementor-element elementor-element-0a3e2ab\" data-id=\"0a3e2ab\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a45d4d8 elementor-widget elementor-widget-image\" data-id=\"a45d4d8\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1733\" height=\"1170\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir.png\" class=\"attachment-full size-full wp-image-3683\" alt=\"Derin \u00d6\u011frenme \u00c7al\u0131\u015fma Mant\u0131\u011f\u0131\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir.png 1733w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir-300x203.png 300w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir-1024x691.png 1024w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir-768x518.png 768w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir-1536x1037.png 1536w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/derin-ogrenme-nasil-calisir-860x581.png 860w\" sizes=\"(max-width: 1733px) 100vw, 1733px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Derin \u00d6\u011frenme \u00c7al\u0131\u015fma Mant\u0131\u011f\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-6dbdf98\" data-id=\"6dbdf98\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-0894fb8 elementor-widget elementor-widget-spacer\" data-id=\"0894fb8\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e1a69d elementor-widget elementor-widget-heading\" data-id=\"8e1a69d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Derin \u00d6\u011frenme Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a70623 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"9a70623\" 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<div data-pm-slice=\"1 1 []\" data-en-clipboard=\"true\"><p style=\"margin-bottom: 0px;\">\u00c7o\u011fu derin \u00f6\u011frenme y\u00f6ntemi yapay sinir a\u011f\u0131 mimarilerini kullan\u0131r, bu nedenle\u00a0<a href=\"https:\/\/noveltybilisim.com.tr\/endustriler\/endustriler\" target=\"_blank\" rel=\"noopener\">derin \u00f6\u011frenme modelleri<\/a>\u00a0genellikle derin sinir a\u011flar\u0131 olarak adland\u0131r\u0131l\u0131r.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">Derin sinir a\u011flar\u0131n\u0131n en pop\u00fcler t\u00fcrlerinden biri konvol\u00fcsyonel sinir a\u011flar\u0131 (CNN veya ConvNet) olarak bilinir. Bir CNN, \u00f6\u011frenilen \u00f6zellikleri giri\u015f verileriyle birle\u015ftirir ve 2D konvol\u00fcsyonel katmanlar kullan\u0131r, bu da bu mimariyi g\u00f6r\u00fcnt\u00fcler gibi 2D verileri i\u015flemek i\u00e7in \u00e7ok uygun hale getirir.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">CNN&#8217;ler manuel \u00f6zellik \u00e7\u0131karma ihtiyac\u0131n\u0131 ortadan kald\u0131r\u0131r, b\u00f6ylece g\u00f6r\u00fcnt\u00fcleri s\u0131n\u0131fland\u0131rmak i\u00e7in kullan\u0131lan \u00f6zellikleri tan\u0131mlaman\u0131z gerekmez. CNN, \u00f6zellikleri do\u011frudan g\u00f6r\u00fcnt\u00fclerden \u00e7\u0131kararak \u00e7al\u0131\u015f\u0131r. \u0130lgili \u00f6zellikler \u00f6nceden e\u011fitilmez; a\u011f bir g\u00f6r\u00fcnt\u00fc koleksiyonu \u00fczerinde e\u011fitilirken \u00f6\u011frenilirler. Bu otomatik \u00f6zellik \u00e7\u0131kar\u0131m\u0131, derin \u00f6\u011frenme modellerini nesne s\u0131n\u0131fland\u0131rmas\u0131 gibi bilgisayarla g\u00f6rme g\u00f6revleri i\u00e7in son derece do\u011fru hale getirir.<\/p><p style=\"margin-bottom: 0px;\">\u00a0<\/p><p style=\"margin-bottom: 0px;\">CNN&#8217;ler onlarca veya y\u00fczlerce gizli katman kullanarak bir g\u00f6r\u00fcnt\u00fcn\u00fcn farkl\u0131 \u00f6zelliklerini tespit etmeyi \u00f6\u011frenir. Her gizli katman, \u00f6\u011frenilen g\u00f6r\u00fcnt\u00fc \u00f6zelliklerinin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 art\u0131r\u0131r. \u00d6rne\u011fin, ilk gizli katman kenarlar\u0131n nas\u0131l tespit edilece\u011fini \u00f6\u011frenebilir ve son katman tan\u0131maya \u00e7al\u0131\u015ft\u0131\u011f\u0131m\u0131z nesnenin \u015fekline \u00f6zel olarak daha karma\u015f\u0131k \u015fekillerin nas\u0131l tespit edilece\u011fini \u00f6\u011frenir.<\/p><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f19d8f elementor-widget elementor-widget-spacer\" data-id=\"6f19d8f\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d05bf20 elementor-widget elementor-widget-image\" data-id=\"d05bf20\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1733\" height=\"1170\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x.png\" class=\"attachment-full size-full wp-image-3687\" alt=\"Derin \u00d6\u011frenme ve Makine \u00d6\u011frenmesi\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x.png 1733w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x-300x203.png 300w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x-1024x691.png 1024w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x-768x518.png 768w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x-1536x1037.png 1536w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/DerinOgrenme-MakineOgrenmesi@2x-860x581.png 860w\" sizes=\"(max-width: 1733px) 100vw, 1733px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Derin \u00d6\u011frenme ve Makine \u00d6\u011frenmesi<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e1af25 elementor-widget elementor-widget-spacer\" data-id=\"6e1af25\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-49ee316 elementor-widget elementor-widget-heading\" data-id=\"49ee316\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Makine \u00d6\u011frenimi ve Derin \u00d6\u011frenme Fark\u0131 Nedir?<br><div data-pm-slice=\"1 1 [&quot;ul&quot;,null,&quot;li&quot;,{&quot;style&quot;:null,&quot;checked&quot;:null,&quot;value&quot;:null,&quot;displayValue&quot;:null,&quot;backgroundColor&quot;:null,&quot;color&quot;:null,&quot;listStyleType&quot;:null}]\" data-en-clipboard=\"true\"><span style=\"color: var(--h2-fcolor); font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-style: var(--h2-fstyle); font-weight: var( --e-global-typography-primary-font-weight ); letter-spacing: var(--h2-fspace); text-transform: var(--h2-transform); background-color: var(--solid-white);\"><\/span><br><\/div><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09f13c5 elementor-widget elementor-widget-text-editor\" data-id=\"09f13c5\" 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<p><span style=\"font-weight: normal;\">Derin \u00f6\u011frenme, makine \u00f6\u011frenmesinin \u00f6zel bir \u015feklidir. Bir makine \u00f6\u011frenimi i\u015f ak\u0131\u015f\u0131 ilgili \u00f6zelliklerin g\u00f6r\u00fcnt\u00fclerden manuel olarak \u00e7\u0131kar\u0131lmas\u0131yla ba\u015flar. Bu \u00f6zellikler daha sonra g\u00f6r\u00fcnt\u00fcdeki nesneleri kategorize eden bir model olu\u015fturmak i\u00e7in kullan\u0131l\u0131r. Derin \u00f6\u011frenme i\u015f ak\u0131\u015f\u0131 ile ilgili \u00f6zellikler g\u00f6r\u00fcnt\u00fclerden otomatik olarak \u00e7\u0131kar\u0131l\u0131r. Buna ek olarak, derin \u00f6\u011frenme &#8220;u\u00e7tan uca \u00f6\u011frenme&#8221; ger\u00e7ekle\u015ftirir &#8211; bir a\u011fa ham veri ve s\u0131n\u0131fland\u0131rma gibi ger\u00e7ekle\u015ftirmesi gereken bir g\u00f6rev verilir ve a\u011f bunu otomatik olarak nas\u0131l yapaca\u011f\u0131n\u0131 \u00f6\u011frenir.<\/span><\/p><p>Bir di\u011fer \u00f6nemli fark ise derin \u00f6\u011frenme algoritmalar\u0131n\u0131n veriyle \u00f6l\u00e7eklenmesi, s\u0131\u011f \u00f6\u011frenmenin ise yak\u0131nsamas\u0131d\u0131r. S\u0131\u011f \u00f6\u011frenme, a\u011fa daha fazla \u00f6rnek ve e\u011fitim verisi ekledi\u011finizde belirli bir performans d\u00fczeyinde plato \u00e7izen makine \u00f6\u011frenimi y\u00f6ntemlerini ifade eder.<\/p><p>Derin \u00f6\u011frenme a\u011flar\u0131n\u0131n \u00f6nemli bir avantaj\u0131, verilerinizin boyutu artt\u0131k\u00e7a genellikle geli\u015fmeye devam etmeleridir.<\/p><p><b>Makine \u00f6\u011freniminde, g\u00f6r\u00fcnt\u00fcleri s\u0131ralamak i\u00e7in \u00f6zellikleri ve bir s\u0131n\u0131fland\u0131r\u0131c\u0131y\u0131 manuel olarak se\u00e7ersiniz. Derin \u00f6\u011frenme ile \u00f6zellik \u00e7\u0131karma ve modelleme ad\u0131mlar\u0131 otomatiktir.<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54221c2 elementor-widget elementor-widget-spacer\" data-id=\"54221c2\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0cf6f2a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0cf6f2a\" 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-50 elementor-inner-column elementor-element elementor-element-f01d295\" data-id=\"f01d295\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3966f98 elementor-widget elementor-widget-image\" data-id=\"3966f98\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"420\" height=\"280\" src=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/2-420x280.jpg\" class=\"attachment-foxiz_crop_g2 size-foxiz_crop_g2 wp-image-3694\" alt=\"Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme\" loading=\"lazy\" srcset=\"http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/2-420x280.jpg 420w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/2-330x220.jpg 330w, http:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/08\/2-615x410.jpg 615w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-85e7069\" data-id=\"85e7069\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d11b38 elementor-widget elementor-widget-spacer\" data-id=\"7d11b38\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a6c08 elementor-widget elementor-widget-heading\" data-id=\"b8a6c08\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Makine \u00d6\u011frenimi ve Derin \u00d6\u011frenme Se\u00e7im Yapmak<div data-pm-slice=\"1 1 [&quot;ul&quot;,null,&quot;li&quot;,null]\" data-en-clipboard=\"true\"><span style=\"color: var(--h2-fcolor); font-family: var( --e-global-typography-primary-font-family ), Sans-serif; font-size: var(--h2-fsize); font-style: var(--h2-fstyle); font-weight: var( --e-global-typography-primary-font-weight ); letter-spacing: var(--h2-fspace); text-transform: var(--h2-transform); background-color: var(--solid-white);\"><\/span><br><\/div><\/h2>\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a1f746 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a1f746\" 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-c7c8cb0\" data-id=\"c7c8cb0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-759baf6 elementor-widget elementor-widget-text-editor\" data-id=\"759baf6\" 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<p>Makine \u00f6\u011frenimi uygulaman\u0131za, i\u015fledi\u011finiz verilerin boyutuna ve \u00e7\u00f6zmek istedi\u011finiz sorunun t\u00fcr\u00fcne ba\u011fl\u0131 olarak se\u00e7ebilece\u011finiz \u00e7e\u015fitli teknikler ve modeller sunar. Ba\u015far\u0131l\u0131 bir derin \u00f6\u011frenme uygulamas\u0131, modeli e\u011fitmek i\u00e7in \u00e7ok b\u00fcy\u00fck miktarda verinin (binlerce g\u00f6r\u00fcnt\u00fc) yan\u0131 s\u0131ra verilerinizi h\u0131zla i\u015flemek i\u00e7in GPU&#8217;lar veya grafik i\u015flem birimleri gerektirir.<\/p>\n<p>Makine \u00f6\u011frenimi ve derin \u00f6\u011frenme aras\u0131nda se\u00e7im yaparken, y\u00fcksek performansl\u0131 bir GPU&#8217;ya ve \u00e7ok say\u0131da etiketli veriye sahip olup olmad\u0131\u011f\u0131n\u0131z\u0131 g\u00f6z \u00f6n\u00fcnde bulundurun. E\u011fer bunlardan herhangi birine sahip de\u011filseniz, derin \u00f6\u011frenme yerine makine \u00f6\u011frenmesini kullanmak daha mant\u0131kl\u0131 olabilir. Derin \u00f6\u011frenme genellikle daha karma\u015f\u0131kt\u0131r, bu nedenle g\u00fcvenilir sonu\u00e7lar elde etmek i\u00e7in en az birka\u00e7 bin g\u00f6r\u00fcnt\u00fcye ihtiyac\u0131n\u0131z olacakt\u0131r. Y\u00fcksek performansl\u0131 bir GPU&#8217;ya sahip olmak, modelin t\u00fcm bu g\u00f6r\u00fcnt\u00fcleri analiz etmesinin daha az zaman alaca\u011f\u0131 anlam\u0131na gelir.<\/p>\n<h3 style=\"margin-bottom: 0px; margin-left: 0px;\">DER\u0130N \u00d6\u011eRENME KULLANIM ALANLARI<\/h3>\n<div>&nbsp;<\/div>\n<div>Ger\u00e7ek d\u00fcnyadaki derin \u00f6\u011frenme uygulamalar\u0131 g\u00fcnl\u00fck hayat\u0131m\u0131z\u0131n bir par\u00e7as\u0131d\u0131r, ancak \u00e7o\u011fu durumda \u00fcr\u00fcn ve hizmetlere o kadar iyi entegre edilmi\u015flerdir ki kullan\u0131c\u0131lar arka planda ger\u00e7ekle\u015fen karma\u015f\u0131k veri i\u015flemenin fark\u0131nda de\u011fildir. Bu \u00f6rneklerden baz\u0131lar\u0131 \u015funlard\u0131r:<\/div>\n<div>&nbsp;<\/div>\n<p><b>Kolluk kuvvetleri:&nbsp;<\/b><span style=\"background-color: var(--solid-white);\">Derin \u00f6\u011frenme algoritmalar\u0131, olas\u0131 doland\u0131r\u0131c\u0131l\u0131k veya su\u00e7 faaliyetlerine i\u015faret eden tehlikeli kal\u0131plar\u0131 belirlemek i\u00e7in i\u015flem verilerini analiz edebilir ve bunlardan \u00f6\u011frenebilir. Konu\u015fma tan\u0131ma, bilgisayarla g\u00f6rme ve di\u011fer derin \u00f6\u011frenme uygulamalar\u0131, ses ve video kay\u0131tlar\u0131ndan, g\u00f6r\u00fcnt\u00fclerden ve belgelerden kal\u0131plar ve kan\u0131tlar \u00e7\u0131kararak soru\u015fturma analizinin verimlili\u011fini ve etkinli\u011fini art\u0131rabilir, bu da kolluk kuvvetlerinin b\u00fcy\u00fck miktarda veriyi daha h\u0131zl\u0131 ve do\u011fru bir \u015fekilde analiz etmesine yard\u0131mc\u0131 olur.<\/span><\/p>\n<p><span style=\"background-color: var(--solid-white);\"><b>Mali hizmetler:&nbsp;<\/b><\/span><span style=\"background-color: var(--solid-white);\">Finans kurumlar\u0131, hisse senetlerinin algoritmik ticaretini y\u00f6nlendirmek, kredi onaylar\u0131 i\u00e7in i\u015f risklerini de\u011ferlendirmek, doland\u0131r\u0131c\u0131l\u0131\u011f\u0131 tespit etmek ve m\u00fc\u015fteriler i\u00e7in kredi ve yat\u0131r\u0131m portf\u00f6ylerini y\u00f6netmeye yard\u0131mc\u0131 olmak i\u00e7in d\u00fczenli olarak tahmine dayal\u0131 analitik kullanmaktad\u0131r.<\/span><span style=\"background-color: var(--solid-white);\"><br><\/span><\/p>\n<p><span style=\"font-weight: bold; font-family: Oxygen, sans-serif; font-size: 16px; font-style: normal;\">M\u00fc\u015fteri hizmetler:&nbsp;<\/span><span style=\"background-color: var(--solid-white);\">Bir\u00e7ok kurulu\u015f derin \u00f6\u011frenme teknolojisini m\u00fc\u015fteri hizmetleri s\u00fcre\u00e7lerine dahil ediyor. \u00c7e\u015fitli uygulamalarda, hizmetlerde ve m\u00fc\u015fteri hizmetleri portallar\u0131nda kullan\u0131lan sohbet robotlar\u0131, yapay zekan\u0131n basit bir bi\u00e7imidir. Geleneksel chatbotlar, genellikle \u00e7a\u011fr\u0131 merkezi benzeri men\u00fclerde bulunan do\u011fal dili ve hatta g\u00f6rsel tan\u0131may\u0131 kullan\u0131r. Ancak daha sofistike chatbot \u00e7\u00f6z\u00fcmleri, belirsiz sorulara birden fazla yan\u0131t olup olmad\u0131\u011f\u0131n\u0131 \u00f6\u011frenme yoluyla belirlemeye \u00e7al\u0131\u015f\u0131r. Sohbet robotu daha sonra ald\u0131\u011f\u0131 yan\u0131tlara g\u00f6re bu sorular\u0131 do\u011frudan yan\u0131tlamaya veya konu\u015fmay\u0131 bir insan kullan\u0131c\u0131ya y\u00f6nlendirmeye \u00e7al\u0131\u015f\u0131r.<\/span><span style=\"background-color: var(--solid-white);\"><br><\/span><\/p>\n<p><span style=\"background-color: var(--solid-white);\"><b>Sa\u011fl\u0131k Hizmetleri:&nbsp;<\/b><\/span><span style=\"background-color: var(--solid-white);\">Sa\u011fl\u0131k sekt\u00f6r\u00fc, hastane kay\u0131tlar\u0131n\u0131n ve g\u00f6r\u00fcnt\u00fclerinin dijitalle\u015ftirilmesinden bu yana derin \u00f6\u011frenme yeteneklerinden b\u00fcy\u00fck \u00f6l\u00e7\u00fcde faydalanmaktad\u0131r. G\u00f6r\u00fcnt\u00fc tan\u0131ma uygulamalar\u0131, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme uzmanlar\u0131n\u0131 ve radyologlar\u0131 destekleyerek daha k\u0131sa s\u00fcrede daha fazla g\u00f6r\u00fcnt\u00fcy\u00fc analiz etmelerine ve de\u011ferlendirmelerine yard\u0131mc\u0131 olabilir.<\/span><span style=\"background-color: var(--solid-white);\"><br><\/span><\/p>\n<p><span style=\"background-color: var(--solid-white);\">Daha g\u00fcncel bilgiler ve haberler i\u00e7in&nbsp;<\/span><a href=\"https:\/\/www.instagram.com\/noveltybilisim\/?hl=tr\" target=\"_blank\">buraya<\/a><span style=\"background-color: var(--solid-white);\">&nbsp;t\u0131klay\u0131n<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc9af4c elementor-widget elementor-widget-spacer\" data-id=\"bc9af4c\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\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\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f53cf14 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f53cf14\" 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-2a48b26\" data-id=\"2a48b26\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Derin \u00f6\u011frenme, yapay zeka alan\u0131nda bir alt dal olan makine \u00f6\u011frenmesinin bir y\u00f6ntemidir. Bu y\u00f6ntem, insan beyninin n\u00f6ron a\u011flar\u0131ndan esinlenerek tasarlanm\u0131\u015f yapay sinir a\u011flar\u0131 ile \u00e7al\u0131\u015f\u0131r. Verileri otomatik olarak \u00f6\u011frenmeye ve temsil etmeye dayan\u0131r.<\/p>\n","protected":false},"author":1,"featured_media":3659,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[180,104],"tags":[195,156,154],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Derin \u00d6\u011frenme (Deep Learning) Nedir? - Novelty Yapay Zeka Teknolojileri Blog<\/title>\n<meta name=\"description\" content=\"Derin \u00f6\u011frenme ve makine \u00f6\u011frenimi nedir...\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/noveltybilisim.com.tr\/blog\/derin-ogrenme-nedir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Derin \u00d6\u011frenme (Deep Learning) Nedir? 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