{"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":"RandAugment: G\u00f6r\u00fcnt\u00fc S\u0131n\u0131fland\u0131rmada Otomatik Veri B\u00fcy\u00fctme Sanat\u0131","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"uVknV29m1x\"><a href=\"https:\/\/fatihsoysal.com\/blog\/randaugment-goruntu-siniflandirmada-otomatik-veri-buyutme-sanati\/\">RandAugment: G\u00f6r\u00fcnt\u00fc S\u0131n\u0131fland\u0131rmada Otomatik Veri B\u00fcy\u00fctme Sanat\u0131<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/randaugment-goruntu-siniflandirmada-otomatik-veri-buyutme-sanati\/embed\/#?secret=uVknV29m1x\" width=\"600\" height=\"338\" title=\"&#8220;RandAugment: G\u00f6r\u00fcnt\u00fc S\u0131n\u0131fland\u0131rmada Otomatik Veri B\u00fcy\u00fctme Sanat\u0131&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"uVknV29m1x\" 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":"Derin \u00f6\u011frenme modellerinin ba\u015far\u0131s\u0131 b\u00fcy\u00fck veri k\u00fcmelerine ve bu verilerin kalitesine ba\u011fl\u0131d\u0131r. Ancak \u00e7o\u011fu zaman s\u0131n\u0131rl\u0131 veri setleriyle \u00e7al\u0131\u015fmak zorunda kal\u0131r\u0131z, bu da modellerin a\u015f\u0131r\u0131 \u00f6\u011frenme (overfitting) e\u011filimi g\u00f6stermesine neden olur. \u0130\u015fte bu noktada veri b\u00fcy\u00fctme (data augmentation) teknikleri devreye girer. RandAugment, bu alanda hem basitli\u011fi hem de etkinli\u011fiyle \u00f6ne \u00e7\u0131kan, orta yol bir \u00e7\u00f6z\u00fcm sunar. Peki, tam olarak RandAugment nedir, nas\u0131l \u00e7al\u0131\u015f\u0131r ve derin \u00f6\u011frenme projelerinizin performans\u0131n\u0131 nas\u0131l art\u0131rabilir?"}