{"version":"1.0","provider_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","provider_url":"https:\/\/fatihsoysal.com\/blog","author_name":"Fatih Soysal","author_url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/","title":"Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Art\u0131ml\u0131 De\u011ferlendirme Motoru","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"uEeDRxCC7z\"><a href=\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-artimli-degerlendirme-motoru\/\">Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Art\u0131ml\u0131 De\u011ferlendirme Motoru<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/bilgisayar-gorusu-icin-artimli-degerlendirme-motoru\/embed\/#?secret=uEeDRxCC7z\" width=\"600\" height=\"338\" title=\"&#8220;Bilgisayar G\u00f6r\u00fcs\u00fc \u0130\u00e7in Art\u0131ml\u0131 De\u011ferlendirme Motoru&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"uEeDRxCC7z\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","description":"Bilgisayar g\u00f6r\u00fcs\u00fc (Computer Vision) projeleri, g\u00fcn\u00fcm\u00fcz teknolojisinin en h\u0131zl\u0131 geli\u015fen ve en d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc alanlar\u0131ndan biri. Otonom ara\u00e7lardan end\u00fcstriyel otomasyona, t\u0131bbi g\u00f6r\u00fcnt\u00fclemeden g\u00fcvenlik sistemlerine kadar pek \u00e7ok alanda yapay zeka destekli g\u00f6rme sistemleri hayat\u0131m\u0131z\u0131 kolayla\u015ft\u0131r\u0131yor. Ancak bu sistemler m\u00fckemmel olmaktan \u00e7ok uzak ve s\u00fcrekli geli\u015fim gerektiriyor. Bir modelin ilk versiyonu harika sonu\u00e7lar verse bile, ger\u00e7ek d\u00fcnya verileriyle kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda performans\u0131 d\u00fc\u015febilir. \u0130\u015fte bu noktada, model performans\u0131n\u0131 s\u00fcrekli ve verimli bir \u015fekilde izlemek, anlamak ve iyile\u015ftirmek hayati \u00f6nem ta\u015f\u0131yor. Peki, her yeni veri geldi\u011finde t\u00fcm sistemi yeniden mi de\u011ferlendirmeliyiz? Bu hem zaman hem de kaynak a\u00e7\u0131s\u0131ndan korkun\u00e7 bir israf olmaz m\u0131yd\u0131? \u0130\u015fte bu makalede, bu sorulara \u00e7\u00f6z\u00fcm sunan ve bilgisayar g\u00f6r\u00fcs\u00fc modellerinizi canl\u0131 tutan sihirli bir yap\u0131dan, yani bir Art\u0131ml\u0131 De\u011ferlendirme Motoru'ndan bahsedece\u011fiz."}