{"id":4829,"date":"2023-06-15T06:56:50","date_gmt":"2023-06-15T06:56:50","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4829"},"modified":"2023-10-02T10:19:19","modified_gmt":"2023-10-02T10:19:19","slug":"bilgisayar-gorusu-makinelerin-gorsel-verileri-nasil-yorumlayabildigi-ve-gorduklerine-dayali-olarak-nasil-kararlar-verebildigi-uzerine","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/bilgisayar-gorusu-makinelerin-gorsel-verileri-nasil-yorumlayabildigi-ve-gorduklerine-dayali-olarak-nasil-kararlar-verebildigi-uzerine\/","title":{"rendered":"Bilgisayar G\u00f6r\u00fcs\u00fc: Makinelerin g\u00f6rsel verileri nas\u0131l yorumlayabildi\u011fi ve &#8220;g\u00f6rd\u00fcklerine&#8221; dayal\u0131 olarak nas\u0131l kararlar verebildi\u011fi \u00fczerine"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4829\" class=\"elementor elementor-4829\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-75b06f2 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75b06f2\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\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-f7e6bb5\" data-id=\"f7e6bb5\" data-element_type=\"column\" data-e-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-0452370 elementor-widget elementor-widget-shortcode\" data-id=\"0452370\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\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-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-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-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-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-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" 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\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\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-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-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-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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<\/div>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-473a8b4 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"473a8b4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\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-50f16be\" data-id=\"50f16be\" data-element_type=\"column\" data-e-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-aeec6d7 elementor-widget elementor-widget-heading\" data-id=\"aeec6d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Bilgisayar G\u00f6r\u00fcs\u00fc: Makinelerin g\u00f6rsel verileri nas\u0131l yorumlayabildi\u011fi ve \"g\u00f6rd\u00fcklerine\" dayal\u0131 olarak nas\u0131l kararlar verebildi\u011fi \u00fczerine <\/h1>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a52398e elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a52398e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-65c4c57\" data-id=\"65c4c57\" data-element_type=\"column\" data-e-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-7da89c1 elementor-widget elementor-widget-heading\" data-id=\"7da89c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Bilgisayar G\u00f6r\u00fcs\u00fc Nedir?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-156b77a elementor-widget elementor-widget-text-editor\" data-id=\"156b77a\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Bilgisayar G\u00f6r\u00fcs\u00fc, bilgisayar sistemlerinin ve yapay zek\u00e2n\u0131n g\u00f6rsel verileri alg\u0131lay\u0131p anlamland\u0131rma yetene\u011fini ifade eder. \u0130nsan g\u00f6z\u00fcn\u00fcn yap\u0131s\u0131n\u0131 taklit eden bu alan, dijital g\u00f6r\u00fcnt\u00fclerin analiz edilmesi, anla\u015f\u0131lmas\u0131 ve yorumlanmas\u0131yla ilgilenir. Bilgisayar g\u00f6r\u00fcs\u00fc teknolojisi, g\u00fcn\u00fcm\u00fczde pek \u00e7ok alanda kullan\u0131lmaktad\u0131r, \u00f6rne\u011fin nesne tan\u0131ma, y\u00fcz tan\u0131ma, otomatik s\u00fcr\u00fc\u015f, t\u0131p g\u00f6r\u00fcnt\u00fcleme ve g\u00fcvenlik sistemleri gibi bir\u00e7ok uygulamada kendini g\u00f6stermektedir.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-f23e7e7 elementor-widget elementor-widget-heading\" data-id=\"f23e7e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Makinelerin G\u00f6rsel Verileri \u0130\u015fleme Yetenekleri<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcb0a36 elementor-widget elementor-widget-text-editor\" data-id=\"dcb0a36\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Makinelerin g\u00f6rsel verileri i\u015fleme yetenekleri, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisinin temelini olu\u015fturur. Makinelerin bu yetenekleri, karma\u015f\u0131k algoritmalar, derin \u00f6\u011frenme ve yapay sinir a\u011flar\u0131 kullan\u0131larak geli\u015ftirilir. G\u00f6r\u00fcnt\u00fclerin piksellerden olu\u015fan matematiksel temsilleri, bu algoritmalar arac\u0131l\u0131\u011f\u0131yla analiz edilir ve bilgisayar taraf\u0131ndan yorumlan\u0131r.<\/p><p>Makinelerin g\u00f6rsel verileri i\u015fleme yetenekleri, \u00f6ncelikle g\u00f6r\u00fcnt\u00fclerin d\u00fc\u015f\u00fck seviyeli \u00f6zelliklerini tespit ederek ba\u015flar. Kenarlar, k\u00f6\u015feler, renkler ve dokular gibi temel \u00f6zelliklerin alg\u0131lanmas\u0131yla g\u00f6r\u00fcnt\u00fclerin temsil edilmesi sa\u011flan\u0131r. Daha sonra, bu d\u00fc\u015f\u00fck seviyeli \u00f6zellikler bir araya getirilerek daha y\u00fcksek seviyeli \u00f6zelliklerin tan\u0131nmas\u0131 ve nesnelerin belirlenmesi gibi daha karma\u015f\u0131k i\u015flemler ger\u00e7ekle\u015ftirilir.<\/p><p>Derin \u00f6\u011frenme y\u00f6ntemleri, makinelere b\u00fcy\u00fck miktarda veri ile e\u011fitilme imkan\u0131 sa\u011flar. Bu sayede, makine \u00f6\u011frenimi algoritmalar\u0131, g\u00f6rsel verileri analiz etmek ve \u00f6r\u00fcnt\u00fcleri tan\u0131mak i\u00e7in gerekli bilgiyi \u00f6\u011frenir. Derin sinir a\u011flar\u0131, katmanlar aras\u0131nda veri ak\u0131\u015f\u0131yla karma\u015f\u0131k ili\u015fkileri modelleyebilir ve nesnelerin, y\u00fczlerin veya di\u011fer g\u00f6rsel \u00f6\u011felerin tan\u0131nmas\u0131n\u0131 ger\u00e7ekle\u015ftirebilir.<\/p><p>Makinelerin g\u00f6rsel verileri i\u015fleme yetenekleri, bir\u00e7ok alanda \u00f6nemli uygulamalara sahiptir. \u00d6rne\u011fin, otomatik s\u00fcr\u00fc\u015f teknolojilerinde kullan\u0131larak, ara\u00e7lar \u00e7evredeki nesneleri alg\u0131layabilir ve trafik durumunu de\u011ferlendirebilir.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\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-b758561 elementor-widget elementor-widget-heading\" data-id=\"b758561\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"> G\u00f6r\u00fcnt\u00fc ve Video Verilerinin Toplanmas\u0131<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0edd493 elementor-widget elementor-widget-text-editor\" data-id=\"0edd493\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6rsel verilerin toplanmas\u0131, bilgisayar g\u00f6r\u00fcs\u00fc ve makine \u00f6\u011frenimi uygulamalar\u0131 i\u00e7in temel bir ad\u0131md\u0131r. G\u00f6r\u00fcnt\u00fc ve video verilerinin toplanmas\u0131, ger\u00e7ek d\u00fcnyada veya \u00e7e\u015fitli kaynaklardan elde edilen g\u00f6rsel i\u00e7erikleri i\u00e7erir.<\/p><p>G\u00f6r\u00fcnt\u00fc verileri, foto\u011fraf makineleri, video kameralar\u0131, sens\u00f6rler veya \u00e7evrimi\u00e7i kaynaklar gibi \u00e7e\u015fitli kaynaklardan elde edilebilir. \u00d6rne\u011fin, bir nesne tan\u0131ma uygulamas\u0131 i\u00e7in, belirli nesnelerin foto\u011fraflar\u0131 veya videolar\u0131 toplanabilir. Bu veriler, genellikle etiketlenmi\u015f veri olarak adland\u0131r\u0131l\u0131r, yani g\u00f6r\u00fcnt\u00fclerdeki nesnelerin s\u0131n\u0131fland\u0131r\u0131ld\u0131\u011f\u0131 veya tan\u0131mland\u0131\u011f\u0131 etiketlerle birlikte sunulur.<\/p><p>Video verileri, hareketli nesnelerin izlenmesi, eylem tan\u0131ma veya video analizi gibi uygulamalar i\u00e7in \u00f6nemlidir. Video verileri genellikle kare kare al\u0131n\u0131r ve her karedeki piksel bilgileri bir dizi olarak temsil edilir. Bu veriler, daha karma\u015f\u0131k algoritmalar kullan\u0131larak analiz edilebilir ve video i\u00e7eri\u011findeki \u00f6nemli bilgileri ortaya \u00e7\u0131karabilir.<\/p><\/div><\/div><\/div><\/div>\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-f574d09 elementor-widget elementor-widget-image\" data-id=\"f574d09\" data-element_type=\"widget\" data-e-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=\"800\" height=\"450\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu.jpg\" class=\"attachment-large size-large wp-image-4834\" alt=\"Bilgisayar g\u00f6r\u00fcs\u00fc\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu.jpg 800w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-768x432.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-18x10.jpg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Bilgisayar g\u00f6r\u00fcs\u00fc<\/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-e28db24 elementor-widget elementor-widget-heading\" data-id=\"e28db24\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Veri \u00d6n \u0130\u015fleme ve Temizleme<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f561be0 elementor-widget elementor-widget-text-editor\" data-id=\"f561be0\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6rsel verilerin i\u015flenebilir hale getirilmesi i\u00e7in veri \u00f6n i\u015fleme ve temizleme ad\u0131mlar\u0131 gereklidir. Bu ad\u0131mlar, verilerin kalitesini art\u0131rmak, g\u00fcr\u00fclt\u00fcy\u00fc azaltmak ve veri uyumsuzluklar\u0131n\u0131 d\u00fczeltmek i\u00e7in kullan\u0131l\u0131r.<\/p><p>Veri \u00f6n i\u015fleme s\u00fcreci genellikle a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 i\u00e7erir:<\/p><p>a) Boyutland\u0131rma: G\u00f6r\u00fcnt\u00fclerin veya videolar\u0131n boyutlar\u0131n\u0131n birle\u015ftirilmesi veya yeniden boyutland\u0131r\u0131lmas\u0131 gerekebilir. Bu, verilerin ayn\u0131 formatta ve boyutta tutulmas\u0131n\u0131 sa\u011flar ve i\u015fleme s\u00fcrecini kolayla\u015ft\u0131r\u0131r.<\/p><p>b) G\u00fcr\u00fclt\u00fc Temizleme: G\u00f6r\u00fcnt\u00fcler veya videolar bazen \u00e7e\u015fitli fakt\u00f6rlerden kaynaklanan g\u00fcr\u00fclt\u00fclerle kirlenebilir. G\u00fcr\u00fclt\u00fc temizleme teknikleri, verilerdeki istenmeyen piksel de\u011ferlerini filtreleyerek ve d\u00fczelterek g\u00fcr\u00fclt\u00fcy\u00fc azalt\u0131r.<\/p><p>c) Kontrast ve Parlakl\u0131k Ayarlama: G\u00f6r\u00fcnt\u00fclerdeki kontrast ve parlakl\u0131k d\u00fczeylerinin dengelenmesi, verilerin daha net ve anla\u015f\u0131l\u0131r olmas\u0131n\u0131 sa\u011flar. Bu ayarlamalar, g\u00f6r\u00fcnt\u00fclerin genel g\u00f6r\u00fcnt\u00fc kalitesini iyile\u015ftirmek i\u00e7in kullan\u0131l\u0131r.<\/p><p>d) Renk D\u00f6n\u00fc\u015f\u00fcm\u00fc: Farkl\u0131 kaynaklardan al\u0131nan g\u00f6r\u00fcnt\u00fclerde renk uyumsuzlu\u011fu olabilir. Bu durumda, renk d\u00f6n\u00fc\u015f\u00fcm\u00fc teknikleri kullan\u0131larak g\u00f6r\u00fcnt\u00fclerin renk paleti ve renk uzay\u0131 birbirine uyumlu hale getirilir.<\/p><p>e) Kesme ve B\u00f6lme: G\u00f6r\u00fcnt\u00fc veya video verilerinde bazen ilgi alan\u0131n\u0131 daraltmak veya b\u00f6lgesel analiz yapmak gerekebilir. Bu durumda, g\u00f6r\u00fcnt\u00fcler belirli bir b\u00f6lgeye kesilebilir veya videolar belirli b\u00f6l\u00fcmlere b\u00f6l\u00fcnebilir.<\/p><p>f) Etiketleme ve Veri D\u00fczenleme: G\u00f6r\u00fcnt\u00fclerdeki nesnelerin etiketlenmesi veya s\u0131n\u0131fland\u0131r\u0131lmas\u0131 gerekiyorsa, veri d\u00fczenleme i\u015flemi ger\u00e7ekle\u015ftirilir. Bu ad\u0131mda, nesnelerin tan\u0131mland\u0131\u011f\u0131 etiketler verilere eklenir.<\/p><p>Veri \u00f6n i\u015fleme ve temizleme, g\u00f6r\u00fcnt\u00fc ve video verilerinin daha tutarl\u0131, d\u00fczg\u00fcn ve i\u015flenebilir hale getirilmesini sa\u011flar. Bu ad\u0131mlar, algoritmalar\u0131n daha do\u011fru sonu\u00e7lar \u00fcretmesini ve yan\u0131lt\u0131c\u0131 veya hatal\u0131 analizlerin \u00f6n\u00fcne ge\u00e7ilmesini sa\u011flar. Ayr\u0131ca, veri setinin genel kalitesini art\u0131rarak, e\u011fitim ve test s\u00fcre\u00e7lerinde daha g\u00fcvenilir sonu\u00e7lar elde etmeyi sa\u011flar.<\/p><p>G\u00f6rsel verilerin toplanmas\u0131 ve haz\u0131rlanmas\u0131, bilgisayar g\u00f6r\u00fcs\u00fc ve makine \u00f6\u011frenimi alan\u0131nda ba\u015far\u0131l\u0131 sonu\u00e7lar elde etmek i\u00e7in \u00f6nemli bir ad\u0131md\u0131r. Do\u011fru ve temiz veri setleri, algoritmalar\u0131n etkili bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flar ve ger\u00e7ek d\u00fcnya uygulamalar\u0131nda kullan\u0131lan g\u00f6rsel analiz ve tan\u0131ma sistemlerinin geli\u015ftirilmesine katk\u0131da bulunur.<\/p><\/div><\/div><\/div><\/div>\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-f302132 elementor-widget elementor-widget-heading\" data-id=\"f302132\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">G\u00f6r\u00fcnt\u00fc \u0130\u015fleme ve \u00d6zellik \u00c7\u0131kar\u0131m\u0131<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-900b9ad elementor-widget elementor-widget-text-editor\" data-id=\"900b9ad\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><strong>D\u00fc\u015f\u00fck D\u00fczeyli \u00d6zelliklerin \u0130\u015flenmesi (Kenar Alg\u0131lama, Renk D\u00f6n\u00fc\u015f\u00fcmleri vb.):<\/strong> G\u00f6r\u00fcnt\u00fc i\u015fleme, d\u00fc\u015f\u00fck d\u00fczeyli \u00f6zelliklerin i\u015flenmesiyle ba\u015flar. Bu a\u015famada, g\u00f6r\u00fcnt\u00fclerdeki temel \u00f6zelliklerin alg\u0131lanmas\u0131 ve \u00e7\u0131kar\u0131lmas\u0131 ama\u00e7lan\u0131r. \u0130\u015flenen d\u00fc\u015f\u00fck d\u00fczeyli \u00f6zellikler, daha y\u00fcksek d\u00fczeyli \u00f6zelliklerin hesaplanmas\u0131 ve nesne tan\u0131ma gibi karma\u015f\u0131k g\u00f6revler i\u00e7in temel olu\u015fturur.<\/p><p>Kenar alg\u0131lama, bir g\u00f6r\u00fcnt\u00fcdeki keskin ge\u00e7i\u015f b\u00f6lgelerinin tespit edilmesini sa\u011flar. Kenarlar, pikseller aras\u0131nda parlakl\u0131k veya renk de\u011ferlerinde ani de\u011fi\u015fimlerin oldu\u011fu b\u00f6lgelerdir. Kenar alg\u0131lama algoritmalar\u0131, bu ge\u00e7i\u015f b\u00f6lgelerini belirleyerek kenarlar\u0131 vurgular ve g\u00f6r\u00fcnt\u00fcn\u00fcn yap\u0131sal \u00f6zelliklerini ortaya \u00e7\u0131kar\u0131r.<\/p><p>Renk d\u00f6n\u00fc\u015f\u00fcmleri ise g\u00f6r\u00fcnt\u00fclerin renk paletinin de\u011fi\u015ftirilmesini veya farkl\u0131 renk uzaylar\u0131 aras\u0131nda d\u00f6n\u00fc\u015f\u00fcm yap\u0131lmas\u0131n\u0131 sa\u011flar. Renk uzaylar\u0131, renk bilgisinin farkl\u0131 \u015fekillerde temsil edildi\u011fi matematiksel modellerdir. Renk d\u00f6n\u00fc\u015f\u00fcm\u00fc i\u015flemleri, g\u00f6r\u00fcnt\u00fclerin renk uyumunu sa\u011flamak, kontrast\u0131 art\u0131rmak veya renklerin daha iyi ay\u0131rt edilebilmesini sa\u011flamak i\u00e7in kullan\u0131l\u0131r.<\/p><p><strong>Y\u00fcksek D\u00fczeyli \u00d6zelliklerin \u0130\u015flenmesi (Hesaplama Modelleri, Y\u00fcz Alg\u0131lama, Nesne Tan\u0131ma vb.):<\/strong> Y\u00fcksek d\u00fczeyli \u00f6zelliklerin i\u015flenmesi, daha karma\u015f\u0131k ve soyut \u00f6zelliklerin tan\u0131nmas\u0131 ve analiz edilmesiyle ilgilidir. Bu a\u015famada, g\u00f6r\u00fcnt\u00fclerdeki nesnelerin, y\u00fczlerin veya di\u011fer \u00f6nemli \u00f6\u011felerin alg\u0131lanmas\u0131 ve tan\u0131nmas\u0131 hedeflenir.<\/p><p>Hesaplama modelleri, g\u00f6r\u00fcnt\u00fclerin i\u00e7eri\u011fini analiz ederek matematiksel veya istatistiksel \u00f6zelliklerin hesaplanmas\u0131n\u0131 sa\u011flar. \u00d6rne\u011fin, g\u00f6r\u00fcnt\u00fclerdeki piksel yo\u011funluk histogram\u0131, g\u00f6r\u00fcnt\u00fcn\u00fcn genel parlakl\u0131k da\u011f\u0131l\u0131m\u0131 hakk\u0131nda bilgi sa\u011flar. Benzer \u015fekilde, g\u00f6r\u00fcnt\u00fclerdeki doku \u00f6zellikleri veya desenler, hesaplama modelleri arac\u0131l\u0131\u011f\u0131yla \u00e7\u0131kar\u0131labilir.<\/p><p>Y\u00fcz alg\u0131lama, g\u00f6r\u00fcnt\u00fclerdeki y\u00fcz b\u00f6lgelerini tespit etme ve tan\u0131mlama s\u00fcrecidir. Y\u00fcz alg\u0131lama algoritmalar\u0131, y\u00fcz hatlar\u0131n\u0131 ve karakteristik noktalar\u0131 tan\u0131mlayarak y\u00fczleri tespit ve s\u0131n\u0131fland\u0131r\u0131r. Bu, y\u00fcz tan\u0131ma sistemlerinde, g\u00fcvenlik uygulamalar\u0131nda, sosyal medya filtrelemelerinde ve interaktif oyunlarda yayg\u0131n olarak kullan\u0131lan bir \u00f6zelliktir.<\/p><p>Nesne tan\u0131ma ise g\u00f6r\u00fcnt\u00fclerdeki nesnelerin s\u0131n\u0131fland\u0131r\u0131lmas\u0131 ve tan\u0131nmas\u0131yla ilgilidir. Bu, bilgisayarlar\u0131n g\u00f6r\u00fcnt\u00fclerdeki nesneleri otomatik olarak tan\u0131mlayabildi\u011fi ve s\u0131n\u0131fland\u0131rabildi\u011fi bir aland\u0131r. Nesne tan\u0131ma algoritmalar\u0131, derin \u00f6\u011frenme teknikleri ve yapay sinir a\u011flar\u0131 kullanarak \u00f6nceden e\u011fitilmi\u015f modeller \u00fczerinden nesne tan\u0131ma i\u015flemlerini ger\u00e7ekle\u015ftirir. Bu sayede, g\u00f6r\u00fcnt\u00fclerdeki nesnelerin t\u00fcr\u00fcn\u00fc belirleme veya belirli nesneleri tespit etme gibi g\u00f6revler ba\u015far\u0131yla yerine getirilebilir.<\/p><p>G\u00f6r\u00fcnt\u00fc i\u015fleme ve \u00f6zellik \u00e7\u0131kar\u0131m\u0131, bilgisayarlar\u0131n g\u00f6rsel verileri anlamland\u0131rma ve y\u00fcksek d\u00fczeyli analizler yapma yeteneklerini sa\u011flar. D\u00fc\u015f\u00fck d\u00fczeyli \u00f6zelliklerin i\u015flenmesi, temel yap\u0131 ta\u015flar\u0131n\u0131 olu\u015fturarak g\u00f6r\u00fcnt\u00fclerin daha y\u00fcksek d\u00fczeyli \u00f6zelliklerin \u00e7\u0131kar\u0131lmas\u0131na olanak tan\u0131r. Hesaplama modelleri, y\u00fcz alg\u0131lama ve nesne tan\u0131ma gibi karma\u015f\u0131k g\u00f6revler i\u00e7in \u00f6nemli bilgi sa\u011flar. Bu tekniklerin kombinasyonu, bilgisayarlar\u0131n g\u00f6rsel verileri daha iyi anlama ve insan benzeri alg\u0131lama yetenekleri geli\u015ftirme potansiyelini ortaya \u00e7\u0131kar\u0131r.<\/p><\/div><\/div><\/div><\/div>\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-0a7db6e elementor-widget elementor-widget-image\" data-id=\"0a7db6e\" data-element_type=\"widget\" data-e-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=\"800\" height=\"432\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-nedir.png\" class=\"attachment-large size-large wp-image-4835\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-nedir.png 800w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-nedir-300x162.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-nedir-768x415.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Bilgisayar-gorusu-nedir-18x10.png 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/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-9963527 elementor-widget elementor-widget-heading\" data-id=\"9963527\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Derin \u00d6\u011frenme ve Sinir A\u011flar\u0131 <\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2f27fa elementor-widget elementor-widget-text-editor\" data-id=\"b2f27fa\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><strong>Evri\u015fimli Sinir A\u011flar\u0131 (Convolutional Neural Networks, CNN&#8217;ler):<\/strong> Evri\u015fimli Sinir A\u011flar\u0131 (CNN&#8217;ler), g\u00f6rsel verilerin i\u015flenmesi ve analizi i\u00e7in \u00e7ok etkili olan derin \u00f6\u011frenme y\u00f6ntemlerinden biridir. CNN&#8217;ler, sinir a\u011f\u0131 mimarileri olarak bilinen bir dizi katman kullan\u0131r ve bu katmanlar, g\u00f6r\u00fcnt\u00fclerdeki \u00f6nemli \u00f6zellikleri otomatik olarak tespit edebilir.<\/p><p>CNN&#8217;lerin en temel bile\u015feni &#8220;evri\u015fim katman\u0131&#8221;d\u0131r. Bu katman, girdi g\u00f6r\u00fcnt\u00fcs\u00fcnde \u00f6zellikleri tan\u0131mak i\u00e7in bir dizi filtre veya \u00e7ekirdek kullan\u0131r. Her \u00e7ekirdek, g\u00f6r\u00fcnt\u00fc \u00fczerinde bir evri\u015fim i\u015flemi uygular ve b\u00f6lgesel \u00f6zellikleri vurgular. Ard\u0131ndan, evri\u015fim sonu\u00e7lar\u0131 &#8220;havuzlama katmanlar\u0131&#8221;yla k\u00fc\u00e7\u00fclt\u00fcl\u00fcr ve \u00f6zelliklerin \u00f6zetlenmesi sa\u011flan\u0131r. Bu \u015fekilde, g\u00f6r\u00fcnt\u00fcdeki \u00f6nemli \u00f6zellikler \u00f6\u011frenilir ve i\u015flenir.<\/p><p><strong>S\u0131n\u0131fland\u0131rma ve B\u00f6l\u00fctlenme Modelleri:<\/strong> Derin \u00f6\u011frenme ve sinir a\u011flar\u0131, s\u0131n\u0131fland\u0131rma ve b\u00f6l\u00fctlenme problemlerini \u00e7\u00f6zmek i\u00e7in s\u0131kl\u0131kla kullan\u0131l\u0131r. S\u0131n\u0131fland\u0131rma modelleri, bir girdi \u00f6rne\u011fini farkl\u0131 s\u0131n\u0131flara do\u011fru \u015fekilde s\u0131n\u0131fland\u0131rmak i\u00e7in kullan\u0131l\u0131r. \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fcn\u00fcn i\u00e7erdi\u011fi nesneyi belirlemek veya belirli bir s\u0131n\u0131fa ait oldu\u011funu tahmin etmek gibi g\u00f6revlerde kullan\u0131labilir.<\/p><p>B\u00f6l\u00fctlenme modelleri ise, girdi g\u00f6r\u00fcnt\u00fcy\u00fc par\u00e7alara ay\u0131rmak ve her bir par\u00e7an\u0131n ayr\u0131 ayr\u0131 analiz edilmesini sa\u011flar. \u00d6rne\u011fin, g\u00f6r\u00fcnt\u00fcdeki farkl\u0131 nesneleri tespit etmek veya g\u00f6r\u00fcnt\u00fcdeki b\u00f6lgesel \u00f6zellikleri belirlemek gibi g\u00f6revlerde kullan\u0131labilir. B\u00f6l\u00fctlenme modelleri genellikle nesne tespiti, y\u00fcz tan\u0131ma ve nesne takibi gibi uygulamalarda kullan\u0131l\u0131r.<\/p><p><strong>Transfer \u00d6\u011frenme ve \u00d6nceden E\u011fitilmi\u015f Modellerin Kullan\u0131m\u0131:<\/strong> Transfer \u00f6\u011frenme, derin \u00f6\u011frenme modellerinin bir g\u00f6revden di\u011ferine ta\u015f\u0131nabilmesini sa\u011flayan bir tekniktir. \u00d6nceden e\u011fitilmi\u015f modeller, genellikle b\u00fcy\u00fck veri setlerinde e\u011fitilmi\u015f ve genel g\u00f6r\u00fcnt\u00fc \u00f6zelliklerini \u00f6\u011frenmi\u015f modellerdir. Bu modeller, genelde geni\u015f bir veri k\u00fcmesi \u00fczerinde evri\u015fim katmanlar\u0131n\u0131 \u00f6\u011frenirken, daha spesifik g\u00f6revler i\u00e7in kullan\u0131lacak olan s\u0131n\u0131fland\u0131rma veya b\u00f6l\u00fctlenme katmanlar\u0131n\u0131 i\u00e7ermez.<\/p><p>Transfer \u00f6\u011frenme, \u00f6nceden e\u011fitilmi\u015f bir modelin \u00e7\u0131kt\u0131lar\u0131n\u0131 alarak yeni bir g\u00f6rev i\u00e7in uyum sa\u011flamas\u0131 ve \u00f6\u011frenmesi anlam\u0131na gelir. Bu y\u00f6ntem, daha k\u00fc\u00e7\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken y\u00fcksek do\u011fruluk elde etmek i\u00e7in olduk\u00e7a etkilidir. \u00d6nceden e\u011fitilmi\u015f bir model, genel g\u00f6r\u00fcnt\u00fc \u00f6zelliklerini ve desenleri \u00f6\u011frendi\u011fi i\u00e7in, yeni bir g\u00f6rev i\u00e7in gerekli \u00f6zellikleri daha h\u0131zl\u0131 ve daha az veriyle \u00f6\u011frenme yetene\u011fine sahiptir.<\/p><p>Transfer \u00f6\u011frenme, genellikle iki \u015fekilde kullan\u0131l\u0131r. \u0130lk olarak, \u00f6nceden e\u011fitilmi\u015f bir modelin son katmanlar\u0131 \u00e7\u0131kar\u0131l\u0131r ve yeni bir veri setine \u00f6zg\u00fc s\u0131n\u0131fland\u0131r\u0131c\u0131 veya b\u00f6l\u00fctlenme katmanlar\u0131 eklenir. Bu sayede, model, \u00f6\u011frenmesi gereken yeni s\u0131n\u0131flar\u0131 tan\u0131mlayabilir veya b\u00f6lgesel \u00f6zellikleri belirleyebilir.<\/p><p>\u0130kinci olarak, \u00f6nceden e\u011fitilmi\u015f bir modelin t\u00fcm katmanlar\u0131 &#8220;donmu\u015f&#8221; durumda tutulur ve yaln\u0131zca eklenen s\u0131n\u0131fland\u0131r\u0131c\u0131 veya b\u00f6l\u00fctlenme katmanlar\u0131 e\u011fitilir. Bu y\u00f6ntemde, modelin \u00f6\u011frendi\u011fi genel \u00f6zellikler korunurken, yaln\u0131zca yeni g\u00f6rev i\u00e7in gerekli olan belirli a\u011f\u0131rl\u0131klar ayarlan\u0131r.<\/p><p>Transfer \u00f6\u011frenme ve \u00f6nceden e\u011fitilmi\u015f modellerin kullan\u0131m\u0131, veri setlerinin k\u00fc\u00e7\u00fck oldu\u011fu veya s\u0131n\u0131rl\u0131 etiketlenmi\u015f veriye sahip oldu\u011fumuz durumlarda olduk\u00e7a faydal\u0131d\u0131r. Ayr\u0131ca, derin \u00f6\u011frenme modellerini ba\u015ftan ba\u015flatmaktan ziyade \u00f6nceden e\u011fitilmi\u015f modelleri kullanarak zaman ve hesaplama g\u00fcc\u00fcnden tasarruf sa\u011flar. Bu \u015fekilde, daha h\u0131zl\u0131 ve daha etkili \u00e7\u00f6z\u00fcmler elde edebiliriz.<\/p><\/div><\/div><\/div><\/div>\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-6d805e3 elementor-widget elementor-widget-heading\" data-id=\"6d805e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">G\u00f6rsel Verilerin Yorumlanmas\u0131<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fafbc3d elementor-widget elementor-widget-text-editor\" data-id=\"fafbc3d\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><strong>Nesne Tan\u0131ma ve S\u0131n\u0131fland\u0131rma:<\/strong> Nesne tan\u0131ma ve s\u0131n\u0131fland\u0131rma, bilgisayar g\u00f6r\u00fcs\u00fc alan\u0131nda \u00f6nemli bir uygulama alan\u0131d\u0131r. Bu teknik, g\u00f6r\u00fcnt\u00fclerdeki nesnelerin tan\u0131nmas\u0131 ve s\u0131n\u0131fland\u0131r\u0131lmas\u0131 s\u00fcrecini ifade eder. Nesne tan\u0131ma algoritmalar\u0131, g\u00f6rsel verileri analiz ederek belirli nesneleri tespit etmek ve s\u0131n\u0131fland\u0131rmak i\u00e7in kullan\u0131l\u0131r.<\/p><p>Nesne tan\u0131ma ve s\u0131n\u0131fland\u0131rma s\u00fcreci, derin \u00f6\u011frenme ve yapay sinir a\u011flar\u0131 gibi tekniklerle ger\u00e7ekle\u015ftirilir. \u00d6nceden e\u011fitilmi\u015f bir model kullan\u0131larak, algoritma g\u00f6r\u00fcnt\u00fclerdeki \u00f6zellikleri \u00e7\u0131kar\u0131r ve bu \u00f6zellikleri kullanarak nesneleri tan\u0131r ve s\u0131n\u0131fland\u0131r\u0131r. \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fcdeki arabalar\u0131, insanlar\u0131, k\u00f6pekleri veya mobilyalar\u0131 tespit etmek i\u00e7in nesne tan\u0131ma algoritmalar\u0131 kullan\u0131labilir.<\/p><p><strong>Y\u00fcz Tan\u0131ma ve Duygu Analizi:<\/strong> Y\u00fcz tan\u0131ma, bir g\u00f6r\u00fcnt\u00fcdeki y\u00fczleri tespit etmek, tan\u0131mak ve kimliklerini do\u011frulamak i\u00e7in kullan\u0131lan bir g\u00f6rsel veri yorumlama tekni\u011fidir. Y\u00fcz tan\u0131ma algoritmalar\u0131, y\u00fczdeki benzersiz \u00f6zellikleri analiz ederek ki\u015fileri tan\u0131r ve s\u0131n\u0131fland\u0131r\u0131r.<\/p><p>Y\u00fcz tan\u0131ma, g\u00fcvenlik sistemlerinde, sosyal medya platformlar\u0131nda, cep telefonlar\u0131nda ve bir\u00e7ok di\u011fer uygulamada yayg\u0131n olarak kullan\u0131l\u0131r. \u00d6rne\u011fin, bir cep telefonunda y\u00fcz tan\u0131ma \u00f6zelli\u011fi, kullan\u0131c\u0131n\u0131n y\u00fcz\u00fcn\u00fc tan\u0131r ve telefonu kilidi a\u00e7mak i\u00e7in kullan\u0131labilir.<\/p><p>Duygu analizi ise bir ki\u015finin y\u00fcz ifadesinden duygusal durumunu anlamland\u0131rma s\u00fcrecidir. Y\u00fcz ifadesi analizi, y\u00fczdeki ifadeleri alg\u0131layarak, ki\u015finin mutlu, \u00fczg\u00fcn, k\u0131zg\u0131n veya \u015fa\u015fk\u0131n gibi duygusal durumlar\u0131n\u0131 belirlemeye y\u00f6nelik algoritmalar kullan\u0131r. Bu teknik, pazarlama ara\u015ft\u0131rmalar\u0131nda, m\u00fc\u015fteri deneyimi de\u011ferlendirmelerinde ve duygusal analizlerde kullan\u0131labilir.<\/p><p><strong>Optik Karakter Tan\u0131ma (Optical Character Recognition, OCR):<\/strong> Optik karakter tan\u0131ma (OCR), bas\u0131l\u0131 veya el yaz\u0131s\u0131 metinlerin dijital olarak tan\u0131nmas\u0131 ve anla\u015f\u0131lmas\u0131 s\u00fcrecini ifade eder. OCR algoritmalar\u0131, g\u00f6r\u00fcnt\u00fc verilerindeki karakterleri tan\u0131r ve metin belgelerini tarayarak i\u00e7erdikleri metni \u00e7\u0131kar\u0131r.<\/p><p>OCR teknolojisi, b\u00fcy\u00fck miktarda ka\u011f\u0131t tabanl\u0131 belge veya kitaplar\u0131n dijitalle\u015ftirilmesinde ve metin tabanl\u0131 analizlerin yap\u0131lmas\u0131nda kullan\u0131l\u0131r. OCR, belge tarama cihazlar\u0131 veya dijital kameralar ile al\u0131nan g\u00f6r\u00fcnt\u00fclerdeki karakterleri tan\u0131yarak metin verilerini \u00e7\u0131kar\u0131r. Bu sayede, el yaz\u0131s\u0131 veya bas\u0131l\u0131 metinler dijital formatlara d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir ve elektronik ortamda arama, indeksleme veya d\u00fczenleme gibi i\u015flemler ger\u00e7ekle\u015ftirilebilir.<\/p><p>OCR algoritmalar\u0131, g\u00f6r\u00fcnt\u00fc verilerindeki karakterleri tespit etmek, desenlerini analiz etmek ve karakterleri do\u011fru bir \u015fekilde tan\u0131mak i\u00e7in kullan\u0131l\u0131r. Bu s\u00fcre\u00e7te, karakter segmentasyonu, karakter tan\u0131ma ve dil modelleri gibi ad\u0131mlar ger\u00e7ekle\u015ftirilir. \u00d6nceden e\u011fitilmi\u015f OCR modelleri, geni\u015f bir karakter k\u00fcmesini tan\u0131yabilir ve y\u00fcksek do\u011frulukla metin verilerini \u00e7\u0131karabilir.<\/p><p>OCR teknolojisi, belge i\u015fleme, otomasyon, ar\u015fivleme ve metin madencili\u011fi gibi bir\u00e7ok alanda yayg\u0131n olarak kullan\u0131l\u0131r. \u00d6rne\u011fin, bir \u015firketin ka\u011f\u0131t tabanl\u0131 faturalar\u0131 dijitalle\u015ftirerek veri taban\u0131na aktarmas\u0131 veya kitaplar\u0131 dijital formatlara d\u00f6n\u00fc\u015ft\u00fcrmesi i\u00e7in OCR kullan\u0131labilir.<\/p><p>G\u00f6rsel verilerin yorumlanmas\u0131, nesne tan\u0131ma ve s\u0131n\u0131fland\u0131rma, y\u00fcz tan\u0131ma ve duygu analizi, optik karakter tan\u0131ma gibi tekniklerle ger\u00e7ekle\u015ftirilir. Bu teknikler, g\u00f6r\u00fcnt\u00fclerin ve videolar\u0131n daha anlaml\u0131 hale getirilmesini, i\u00e7erdikleri bilgilerin \u00e7\u0131kar\u0131lmas\u0131n\u0131 ve daha geni\u015f bir \u015fekilde kullan\u0131lmas\u0131n\u0131 sa\u011flar. G\u00f6rsel verilerin yorumlanmas\u0131, bir\u00e7ok sekt\u00f6rde veri analizi, otomasyon ve karar verme s\u00fcre\u00e7lerinde \u00f6nemli bir rol oynar.<\/p><\/div><\/div><\/div><\/div>\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-d2d295b elementor-widget elementor-widget-image\" data-id=\"d2d295b\" data-element_type=\"widget\" data-e-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 loading=\"lazy\" decoding=\"async\" width=\"843\" height=\"496\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/otonom-arac-bilgisayar-gorusu.png\" class=\"attachment-large size-large wp-image-4836\" alt=\"otonom-arac-bilgisayar-g\u00f6r\u00fcs\u00fc\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/otonom-arac-bilgisayar-gorusu.png 1020w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/otonom-arac-bilgisayar-gorusu-300x176.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/otonom-arac-bilgisayar-gorusu-768x452.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/otonom-arac-bilgisayar-gorusu-18x12.png 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">otonom-arac-bilgisayar-g\u00f6r\u00fcs\u00fc<\/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-ac8f3bf elementor-widget elementor-widget-heading\" data-id=\"ac8f3bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">G\u00f6rsel Verilerin Yorumlanmas\u0131<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4930707 elementor-widget elementor-widget-text-editor\" data-id=\"4930707\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6rd\u00fcklerine Dayal\u0131 Karar Verme, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisinin geli\u015fmesiyle birlikte \u00f6nemli bir alan haline gelmi\u015ftir. G\u00f6rsel verileri analiz eden ve yorumlayan algoritmalar, \u00e7e\u015fitli uygulamalarda karar verme s\u00fcre\u00e7lerinde aktif olarak kullan\u0131lmaktad\u0131r. \u0130\u015fte bu teknolojinin baz\u0131 \u00f6nemli uygulama alanlar\u0131:<\/p><p><strong>Otonom Ara\u00e7lar ve S\u00fcr\u00fcc\u00fc Yard\u0131mc\u0131 Sistemler:<\/strong> Otonom ara\u00e7lar, kendi kendine s\u00fcr\u00fc\u015f yetene\u011fine sahip ara\u00e7lard\u0131r. Bu ara\u00e7lar, \u00e7evrelerindeki g\u00f6rsel verileri s\u00fcrekli olarak analiz ederek kararlar al\u0131r ve yol g\u00fcvenli\u011fi i\u00e7in \u00f6nlemler al\u0131r. Geli\u015fmi\u015f bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131, ara\u00e7lar\u0131n trafik i\u015faretlerini tan\u0131mas\u0131, di\u011fer ara\u00e7lar\u0131 ve yayalar\u0131 alg\u0131lamas\u0131, \u015feritleri takip etmesi gibi g\u00f6revleri yerine getirmelerine yard\u0131mc\u0131 olur. Ayn\u0131 \u015fekilde, s\u00fcr\u00fcc\u00fc yard\u0131mc\u0131 sistemler, s\u00fcr\u00fcc\u00fclere destek olmak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme ve analiz tekniklerini kullan\u0131r. \u00d6rne\u011fin, \u015ferit takip sistemi, otomatik park asistan\u0131 veya \u00e7arp\u0131\u015fma \u00f6nleme sistemi gibi \u00f6zellikler, g\u00f6r\u00fcnt\u00fc verilerini kullanarak s\u00fcr\u00fcc\u00fcye uyar\u0131lar veya otomatik m\u00fcdahalelerde bulunabilir.<\/p><p><strong>G\u00fcvenlik ve \u0130zleme Sistemleri:<\/strong> G\u00fcvenlik ve izleme sistemleri, g\u00f6r\u00fcnt\u00fc analizi ve g\u00f6rsel verilerin kullan\u0131m\u0131yla insanlar\u0131n g\u00fcvenli\u011fini sa\u011flamak ve olaylar\u0131 takip etmek i\u00e7in kullan\u0131l\u0131r. \u00d6rne\u011fin, video izleme sistemleri, kameralar arac\u0131l\u0131\u011f\u0131yla elde edilen g\u00f6r\u00fcnt\u00fcleri analiz ederek h\u0131rs\u0131zl\u0131k, sald\u0131r\u0131 veya tehlikeli durumlar\u0131 tespit edebilir. Y\u00fcz tan\u0131ma teknolojisi, ki\u015fileri tan\u0131mlamak veya izlenen ki\u015fileri tespit etmek i\u00e7in kullan\u0131labilir. Bu t\u00fcr sistemler, g\u00fcvenlik \u00f6nlemlerini art\u0131rabilir ve olaylar\u0131 h\u0131zl\u0131 bir \u015fekilde tespit ederek m\u00fcdahale edilmesini sa\u011flayabilir.<\/p><p><strong>T\u0131bbi Tan\u0131 ve G\u00f6r\u00fcnt\u00fcleme Uygulamalar\u0131:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fc teknolojisi, t\u0131bbi alanda tan\u0131 ve g\u00f6r\u00fcnt\u00fcleme uygulamalar\u0131nda b\u00fcy\u00fck bir etkiye sahiptir. G\u00f6r\u00fcnt\u00fc i\u015fleme ve analiz y\u00f6ntemleri, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme tekniklerinden elde edilen verileri de\u011ferlendirir ve hastal\u0131klar\u0131n tespitinde yard\u0131mc\u0131 olur. \u00d6rne\u011fin, manyetik rezonans g\u00f6r\u00fcnt\u00fcleme (MRI) veya bilgisayarl\u0131 tomografi (BT) taramalar\u0131ndan elde edilen g\u00f6r\u00fcnt\u00fcler, bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131yla analiz edilerek kanser tespiti, organ hasar\u0131 veya beyin hastal\u0131klar\u0131 gibi te\u015fhislerde kullan\u0131labilir. Ayr\u0131ca, cerrahi operasyonlarda da g\u00f6r\u00fcnt\u00fc tabanl\u0131 y\u00f6nlendirme sistemleri, cerrahlara rehberlik etmek i\u00e7in kullan\u0131labilir ve operasyonlar\u0131n daha g\u00fcvenli ve hassas yap\u0131lmas\u0131n\u0131 sa\u011flayabilir.<\/p><p>G\u00f6rd\u00fcklerine Dayal\u0131 Karar Verme, bir\u00e7ok alanda kullan\u0131lan ve s\u00fcrekli olarak geli\u015fen bir teknolojidir. Otonom ara\u00e7lar, g\u00fcvenlik ve izleme sistemleri, t\u0131bbi tan\u0131 ve g\u00f6r\u00fcnt\u00fcleme uygulamalar\u0131 gibi alanlarda kullan\u0131lan bu teknolojiler, insan hayat\u0131n\u0131 kolayla\u015ft\u0131r\u0131r, g\u00fcvenli\u011fimizi art\u0131r\u0131r ve sa\u011fl\u0131k sekt\u00f6r\u00fcnde te\u015fhis ve tedavi s\u00fcre\u00e7lerini iyile\u015ftirir. Geli\u015fmelerin devam etmesiyle birlikte, daha da ileriye ta\u015f\u0131narak yeni uygulama alanlar\u0131na y\u00f6nelik inovasyonlara da olanak sa\u011flayacakt\u0131r.<\/p><\/div><\/div><\/div><\/div>\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-db2a698 elementor-widget elementor-widget-heading\" data-id=\"db2a698\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Bilgisayar G\u00f6r\u00fcs\u00fcn\u00fcn Zorluklar\u0131 ve S\u0131n\u0131rlamalar\u0131<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-188d7f5 elementor-widget elementor-widget-text-editor\" data-id=\"188d7f5\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Bilgisayar g\u00f6r\u00fcs\u00fc, g\u00f6rsel verileri analiz etme ve anlama yetene\u011fi sunan g\u00fc\u00e7l\u00fc bir teknolojidir. Ancak, bu alanda baz\u0131 zorluklar ve s\u0131n\u0131rlamalar da mevcuttur. \u0130\u015fte baz\u0131 \u00f6nemli konular:<\/p><p><strong>Veri Etiketleme ve \u0130nsan Hatas\u0131:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131n\u0131n e\u011fitimi i\u00e7in genellikle etiketli veri setleri gereklidir. Bu veri setlerinde nesnelerin veya g\u00f6r\u00fcnt\u00fclerin do\u011fru \u015fekilde etiketlenmesi \u00f6nemlidir. Ancak, veri etiketleme s\u00fcrecinde insan hatalar\u0131 ortaya \u00e7\u0131kabilir. \u0130nsanlar, nesneleri tan\u0131mlarken veya s\u0131n\u0131fland\u0131r\u0131rken bazen hatalar yapabilir, yanl\u0131\u015f etiketler verebilir veya eksiklikler olabilir. Bu durum, algoritmalar\u0131n \u00f6\u011frenme s\u00fcrecini etkileyebilir ve sonu\u00e7lar\u0131n do\u011frulu\u011funu azaltabilir.<\/p><p><strong>Ay\u0131r\u0131c\u0131 \u00d6zelliklerin Belirlenmesi:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131, nesneleri veya \u00f6zellikleri tan\u0131mak ve ay\u0131rt etmek i\u00e7in belirli \u00f6zellikleri kullan\u0131r. Ancak, bazen ay\u0131r\u0131c\u0131 \u00f6zelliklerin belirlenmesi zor olabilir. \u00d6zellikle benzer g\u00f6r\u00fcn\u00fcml\u00fc nesneler veya karma\u015f\u0131k sahneler s\u00f6z konusu oldu\u011funda, algoritmalar\u0131n do\u011fru \u015fekilde ay\u0131rt etmesi zorla\u015fabilir. \u00d6rne\u011fin, farkl\u0131 \u0131\u015f\u0131k ko\u015fullar\u0131nda veya farkl\u0131 bak\u0131\u015f a\u00e7\u0131lar\u0131nda nesnelerin tan\u0131nmas\u0131 gibi durumlarda zorluklar ortaya \u00e7\u0131kabilir.<\/p><p><strong>Yetersiz Veri ve Genelleme Problemi:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131n\u0131n etkili \u00e7al\u0131\u015fabilmesi i\u00e7in genellikle b\u00fcy\u00fck ve \u00e7e\u015fitlilik g\u00f6steren veri setlerine ihtiya\u00e7 vard\u0131r. Ancak, bazen yetersiz veriye sahip olmak veya s\u0131n\u0131rl\u0131 veriye sahip olmak zorlu bir durum olabilir. Bu durumda, algoritmalar\u0131n genelleme yetene\u011fi zay\u0131flayabilir. Yani, e\u011fitim veri setinde bulunmayan veya nadir olarak g\u00f6r\u00fclen nesnelerle veya senaryolarla kar\u015f\u0131la\u015f\u0131ld\u0131\u011f\u0131nda, algoritmalar\u0131n do\u011fru sonu\u00e7lar \u00fcretme kabiliyeti azalabilir.<\/p><p>Bunlar, bilgisayar g\u00f6r\u00fcs\u00fcn\u00fcn kar\u015f\u0131la\u015fabilece\u011fi baz\u0131 zorluklar ve s\u0131n\u0131rlamalard\u0131r. Ancak, ara\u015ft\u0131rmalar ve geli\u015fmelerle bu sorunlar\u0131n \u00fcstesinden gelmek i\u00e7in \u00e7e\u015fitli yakla\u015f\u0131mlar ve teknikler geli\u015ftirilmektedir. \u00d6rne\u011fin, derin \u00f6\u011frenme ve b\u00fcy\u00fck veri setleri kullanarak daha karma\u015f\u0131k algoritmalar geli\u015ftirilmi\u015ftir. Ayr\u0131ca, transfer \u00f6\u011frenme ve art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik gibi teknikler de zorluklar\u0131n \u00fcstesinden gelmeye yard\u0131mc\u0131 olabilir. Bu \u015fekilde, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisi daha etkili, do\u011fru ve g\u00fcvenilir hale gelerek bir\u00e7ok alanda uygulanabilirlik sa\u011flamaktad\u0131r.<\/p><\/div><\/div><\/div><\/div>\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-2b54387 elementor-widget elementor-widget-image\" data-id=\"2b54387\" data-element_type=\"widget\" data-e-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 loading=\"lazy\" decoding=\"async\" width=\"679\" height=\"356\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Gelecekte-Bilgisayar-Gorusu.jpg\" class=\"attachment-large size-large wp-image-4837\" alt=\"Gelecekte Bilgisayar G\u00f6r\u00fcs\u00fc\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Gelecekte-Bilgisayar-Gorusu.jpg 679w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Gelecekte-Bilgisayar-Gorusu-300x157.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/06\/Gelecekte-Bilgisayar-Gorusu-18x9.jpg 18w\" sizes=\"(max-width: 679px) 100vw, 679px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Gelecekte Bilgisayar G\u00f6r\u00fcs\u00fc<\/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-06e2bfb elementor-widget elementor-widget-heading\" data-id=\"06e2bfb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Gelecekte Bilgisayar G\u00f6r\u00fcs\u00fc<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e55af5 elementor-widget elementor-widget-text-editor\" data-id=\"2e55af5\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Gelecekte Bilgisayar G\u00f6r\u00fcs\u00fc, s\u00fcrekli olarak geli\u015fen teknoloji ve algoritmalarla daha da ilerleyecektir. Bu ilerlemeler, geli\u015fmi\u015f veri toplama ve i\u015fleme tekniklerini, h\u0131zl\u0131 ve ger\u00e7ek zamanl\u0131 uygulamalar\u0131 ve etik ve gizlilik sorunlar\u0131n\u0131n ele al\u0131nmas\u0131n\u0131 i\u00e7erecektir.<\/p><p><strong>Geli\u015fmi\u015f Veri Toplama ve \u0130\u015fleme Teknikleri:<\/strong> Gelecekte, daha fazla veri toplama kayna\u011f\u0131 ve daha geli\u015fmi\u015f sens\u00f6rlerin kullan\u0131lmas\u0131yla birlikte, Bilgisayar G\u00f6r\u00fcs\u00fc i\u00e7in daha zengin ve \u00e7e\u015fitli veri setleri elde edilecektir. \u00d6rne\u011fin, daha y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc kameralar, 3D tarama cihazlar\u0131 ve lidar gibi teknolojiler, g\u00f6r\u00fcnt\u00fclerin daha ayr\u0131nt\u0131l\u0131 ve zengin verilerle toplanmas\u0131n\u0131 sa\u011flayacakt\u0131r.<\/p><p>Ayr\u0131ca, b\u00fcy\u00fck veri analiti\u011fi, bulut bili\u015fimi ve da\u011f\u0131t\u0131k hesaplama gibi teknolojilerin geli\u015fimiyle birlikte, bu b\u00fcy\u00fck veri setleri daha etkili bir \u015fekilde i\u015flenebilecektir. Makine \u00f6\u011frenimi ve derin \u00f6\u011frenme algoritmalar\u0131, bu veri setlerini analiz ederek daha kesin sonu\u00e7lar \u00fcretebilecek ve daha karma\u015f\u0131k g\u00f6revleri ger\u00e7ekle\u015ftirebilecektir.<\/p><p><strong>H\u0131zl\u0131 ve Ger\u00e7ek Zamanl\u0131 Uygulamalar:<\/strong> Gelecekteki Bilgisayar G\u00f6r\u00fcs\u00fc uygulamalar\u0131, h\u0131z ve ger\u00e7ek zamanl\u0131 i\u015fleme yeteneklerinde b\u00fcy\u00fck ilerlemeler g\u00f6sterecektir. \u00d6zellikle ak\u0131ll\u0131 otomobiller, ak\u0131ll\u0131 \u015fehirler, robotik sistemler ve art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik gibi alanlarda h\u0131zl\u0131 ve ger\u00e7ek zamanl\u0131 bilgi i\u015fleme b\u00fcy\u00fck \u00f6nem ta\u015f\u0131maktad\u0131r.<\/p><p>Geli\u015fmi\u015f donan\u0131m ve i\u015flem g\u00fcc\u00fc, paralel i\u015fleme teknikleri ve optimize edilmi\u015f algoritmalar, g\u00f6r\u00fcnt\u00fc ve video verilerini h\u0131zl\u0131 bir \u015fekilde i\u015flemek ve ger\u00e7ek zamanl\u0131 tepkiler vermek i\u00e7in kullan\u0131lacakt\u0131r. Bu, nesne tan\u0131ma, hareket analizi, g\u00fcvenlik sistemleri, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme ve di\u011fer uygulamalar\u0131n daha etkili ve h\u0131zl\u0131 bir \u015fekilde \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flayacakt\u0131r.<\/p><p><strong>Eti\u011fi ve Gizlilik Sorunlar\u0131:<\/strong> Bilgisayar G\u00f6r\u00fcs\u00fc alan\u0131ndaki ilerlemeler, etik ve gizlilik sorunlar\u0131n\u0131 da beraberinde getirecektir. \u00d6zellikle y\u00fcz tan\u0131ma, ki\u015fisel gizlilik ve veri g\u00fcvenli\u011fi konular\u0131nda endi\u015feler ortaya \u00e7\u0131kmaktad\u0131r.<\/p><p>Gelecekte, bu sorunlarla ba\u015fa \u00e7\u0131kmak i\u00e7in daha s\u0131k\u0131 d\u00fczenlemeler, standartlar ve politikalar olu\u015fturulmas\u0131 gerekecektir. Veri toplama, depolama ve kullan\u0131m s\u00fcre\u00e7lerinde \u015feffafl\u0131k, izlenebilirlik ve kullan\u0131c\u0131 onay\u0131 gibi prensipler daha da \u00f6nem kazanacakt\u0131r. Ayr\u0131ca, veri anonimle\u015ftirme ve g\u00fcvenli\u011fi i\u00e7in daha g\u00fc\u00e7l\u00fc y\u00f6ntemler ve algoritmalar geli\u015ftirilmelidir.<\/p><p>Eti\u011fi ve gizlili\u011fi ele almak, Bilgisayar G\u00f6r\u00fcs\u00fc teknolojisinin toplum taraf\u0131ndan daha fazla kabul g\u00f6rmesini sa\u011flayacak ve g\u00fcvenilirlik d\u00fczeyini art\u0131racakt\u0131r.<\/p><p>Gelecekte Bilgisayar G\u00f6r\u00fcs\u00fc, daha geli\u015fmi\u015f veri toplama ve i\u015fleme teknikleri, h\u0131zl\u0131 ve ger\u00e7ek zamanl\u0131 uygulamalar ve etik ve gizlilik sorunlar\u0131na odaklanarak b\u00fcy\u00fck ilerlemeler kaydetmeye devam edecektir. Bu ilerlemeler, bir\u00e7ok sekt\u00f6rde daha ak\u0131ll\u0131, verimli ve g\u00fcvenli uygulamalar\u0131n ortaya \u00e7\u0131kmas\u0131n\u0131 sa\u011flayacak ve teknolojinin insanlar\u0131n ya\u015fam\u0131n\u0131 daha da kolayla\u015ft\u0131rmas\u0131na katk\u0131da bulunacakt\u0131r.<\/p><\/div><\/div><\/div><\/div>\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-89ebbf6 elementor-widget elementor-widget-heading\" data-id=\"89ebbf6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66b2411 elementor-widget elementor-widget-text-editor\" data-id=\"66b2411\" data-element_type=\"widget\" data-e-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<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Bilgisayar g\u00f6r\u00fcs\u00fc, g\u00fcn\u00fcm\u00fczde b\u00fcy\u00fck \u00f6neme sahip olan bir alan olarak kar\u015f\u0131m\u0131za \u00e7\u0131kmaktad\u0131r. G\u00f6rsel verilerin alg\u0131lanmas\u0131, anla\u015f\u0131lmas\u0131 ve yorumlanmas\u0131 yetene\u011fi, bir\u00e7ok end\u00fcstri ve sekt\u00f6rde \u00e7e\u015fitli uygulama potansiyelleri sunmaktad\u0131r. Makine \u00f6\u011frenimi algoritmalar\u0131n\u0131n kullan\u0131m\u0131yla geli\u015ftirilen bilgisayar g\u00f6r\u00fcs\u00fc teknolojisi, gelecekte daha da \u00f6nemli bir rol oynayaca\u011f\u0131 \u00f6ng\u00f6r\u00fclen bir alan olarak dikkat \u00e7ekmektedir.<\/p><p>Bilgisayar g\u00f6r\u00fcs\u00fcn\u00fcn \u00f6nemi, pek \u00e7ok alanda fayda sa\u011flamas\u0131yla a\u00e7\u0131klanabilir. \u00d6rne\u011fin, g\u00fcvenlik sistemlerinde y\u00fcz tan\u0131ma teknolojisi, ki\u015fi tan\u0131ma ve izleme gibi alanlarda b\u00fcy\u00fck bir rol oynamaktad\u0131r. Bu teknoloji sayesinde h\u0131rs\u0131zl\u0131k, ter\u00f6rizm veya kay\u0131p ki\u015filerin bulunmas\u0131 gibi konularda etkili \u00e7\u00f6z\u00fcmler sunulabilir. Ayn\u0131 \u015fekilde, otomatik s\u00fcr\u00fc\u015f teknolojilerinde kullan\u0131lan bilgisayar g\u00f6r\u00fcs\u00fc, trafik kazalar\u0131n\u0131 azaltma potansiyeline sahiptir. Ara\u00e7lar\u0131n \u00e7evresini alg\u0131lamas\u0131, trafik i\u015faretlerini tan\u0131mas\u0131 ve di\u011fer ara\u00e7larla etkile\u015fimde bulunmas\u0131 gibi \u00f6zellikler, s\u00fcr\u00fcc\u00fc hatalar\u0131n\u0131 minimize edebilir ve daha g\u00fcvenli bir s\u00fcr\u00fc\u015f deneyimi sunabilir.<\/p><p>Bilgisayar g\u00f6r\u00fcs\u00fc ayr\u0131ca t\u0131p alan\u0131nda da b\u00fcy\u00fck bir \u00f6neme sahiptir. T\u0131bbi g\u00f6r\u00fcnt\u00fcleme teknikleri, hastal\u0131klar\u0131n te\u015fhis ve takibinde kritik bir rol oynamaktad\u0131r. Bilgisayar g\u00f6r\u00fcs\u00fc algoritmalar\u0131, r\u00f6ntgenler, MRI taramalar\u0131 ve di\u011fer t\u0131bbi g\u00f6r\u00fcnt\u00fcler \u00fczerinde analiz yaparak, doktorlara do\u011fru tan\u0131 koyma ve tedavi planlama konusunda yard\u0131mc\u0131 olabilir. \u00d6zellikle kanser te\u015fhisi gibi hayati \u00f6neme sahip durumlarda, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisinin hassas ve h\u0131zl\u0131 sonu\u00e7lar \u00fcretme yetene\u011fi b\u00fcy\u00fck bir avantaj sa\u011flamaktad\u0131r.<\/p><p>Gelecekteki uygulama alanlar\u0131 a\u00e7\u0131s\u0131ndan, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisinin potansiyeli olduk\u00e7a geni\u015f bir yelpazeye sahiptir. End\u00fcstriyel otomasyon, tar\u0131m, e\u011fitim, sanat, e\u011flence ve perakende gibi pek \u00e7ok sekt\u00f6rde bilgisayar g\u00f6r\u00fcs\u00fc \u00e7\u00f6z\u00fcmlerinin kullan\u0131m\u0131 artacakt\u0131r. \u00d6rne\u011fin, end\u00fcstriyel otomasyon alan\u0131nda, \u00fcretim hatlar\u0131nda kalite kontrol\u00fc ve hata tespiti i\u00e7in g\u00f6r\u00fcnt\u00fc analizi sistemleri kullan\u0131labilir. Tar\u0131m sekt\u00f6r\u00fcnde, bitki hastal\u0131klar\u0131n\u0131n tespiti ve verimlili\u011fin art\u0131r\u0131lmas\u0131 i\u00e7in g\u00f6r\u00fcnt\u00fc tabanl\u0131 analizler \u00f6nemli bir role sahip olabilir.<\/p><p>Ayr\u0131ca, art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik (AR) ve sanal ger\u00e7eklik (VR) gibi teknolojilerin geli\u015fmesiyle birlikte, bilgisayar g\u00f6r\u00fcs\u00fc daha da \u00f6nem kazanacak ve kullan\u0131m alanlar\u0131 geni\u015fleyecektir. Bu teknolojilerde, ger\u00e7ek d\u00fcnya ile dijital i\u00e7eri\u011fin entegrasyonu ve etkile\u015fimi temelde bilgisayar g\u00f6r\u00fcs\u00fc teknolojilerine dayanmaktad\u0131r.<\/p><p>Sonu\u00e7 olarak, bilgisayar g\u00f6r\u00fcs\u00fc teknolojisi, g\u00f6rsel verilerin analizi ve anla\u015f\u0131lmas\u0131 konusunda b\u00fcy\u00fck bir potansiyele sahiptir. G\u00fcvenlik, otomotiv, t\u0131p, tar\u0131m ve di\u011fer pek \u00e7ok sekt\u00f6rde uygulamalar\u0131 bulunmaktad\u0131r. Gelecekte, bilgisayar g\u00f6r\u00fcs\u00fcn\u00fcn daha da yayg\u0131nla\u015fmas\u0131 ve geli\u015fmesiyle birlikte, hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131nda etkili ve yenilik\u00e7i \u00e7\u00f6z\u00fcmler sunmas\u0131 beklenmektedir. Bu nedenle, bilgisayar g\u00f6r\u00fcs\u00fc alan\u0131na yap\u0131lan yat\u0131r\u0131mlar\u0131n ve ara\u015ft\u0131rmalar\u0131n devam etmesi, teknolojinin potansiyelini tam anlam\u0131yla ortaya \u00e7\u0131karacak ve gelecekte daha da b\u00fcy\u00fck bir etki yaratacakt\u0131r.<\/p><\/div><\/div><\/div><\/div>\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2b2faee elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b2faee\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-96a43ca\" data-id=\"96a43ca\" data-element_type=\"column\" data-e-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-d473eed elementor-widget elementor-widget-image\" data-id=\"d473eed\" data-element_type=\"widget\" data-e-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\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, 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ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31ab636 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"31ab636\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"4829\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, 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class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\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>Bilgisayar G\u00f6r\u00fcs\u00fc: Makinelerin g\u00f6rsel verileri nas\u0131l yorumlayabildi\u011fi ve &#8220;g\u00f6rd\u00fcklerine&#8221; dayal\u0131 olarak nas\u0131l kararlar verebildi\u011fi \u00fczerine Bilgisayar G\u00f6r\u00fcs\u00fc Nedir? Bilgisayar G\u00f6r\u00fcs\u00fc, bilgisayar sistemlerinin ve yapay zek\u00e2n\u0131n&hellip;<\/p>","protected":false},"author":1,"featured_media":4834,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[74,76,61,63,17],"class_list":["post-4829","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-bilgisayar-gorusu","tag-makine","tag-makine-ogrenimi","tag-makine-ogrenmesi","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4829","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=4829"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4829\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4834"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4829"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4829"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4829"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}