{"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":"Fonksiyonel A\u011f\u0131rl\u0131k Uzay\u0131: Makine \u00d6\u011freniminde Yeni Bir Bak\u0131\u015f","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"8SlsQzYe1i\"><a href=\"https:\/\/fatihsoysal.com\/blog\/fonksiyonel-agirlik-uzayi-makine-ogreniminde-yeni-bir-bakis\/\">Fonksiyonel A\u011f\u0131rl\u0131k Uzay\u0131: Makine \u00d6\u011freniminde Yeni Bir Bak\u0131\u015f<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/fonksiyonel-agirlik-uzayi-makine-ogreniminde-yeni-bir-bakis\/embed\/#?secret=8SlsQzYe1i\" width=\"600\" height=\"338\" title=\"&#8220;Fonksiyonel A\u011f\u0131rl\u0131k Uzay\u0131: Makine \u00d6\u011freniminde Yeni Bir Bak\u0131\u015f&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"8SlsQzYe1i\" 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":"Geleneksel makine \u00f6\u011frenimi yakla\u015f\u0131mlar\u0131, \u00e7o\u011fu zaman b\u00fcy\u00fck veri setleriyle harikalar yarat\u0131r. Ancak ger\u00e7ek d\u00fcnya verileri her zaman bekledi\u011fimiz kadar d\u00fczenli veya basit olmayabilir. Kar\u015f\u0131m\u0131za \u00e7\u0131kan karma\u015f\u0131k, y\u00fcksek boyutlu ve do\u011frusal olmayan ili\u015fkiler, standart modellerin s\u0131n\u0131rlar\u0131n\u0131 zorlayabilir, hatta onlar\u0131 yetersiz k\u0131labilir. \u00d6zellikle k\u00fc\u00e7\u00fck veri k\u00fcmeleriyle veya \u00e7ok karma\u015f\u0131k ili\u015fkilerle u\u011fra\u015f\u0131rken, modellerin genelleme yetene\u011fi d\u00fc\u015febilir ve ezberlemeye (overfitting) ba\u015flayabilirler. Peki, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in daha esnek ve g\u00fc\u00e7l\u00fc bir yakla\u015f\u0131ma ihtiyac\u0131m\u0131z var m\u0131? \u0130\u015fte bu noktada Birinci Dereceden Fonksiyonel A\u011f\u0131rl\u0131k Uzay\u0131 kavram\u0131 devreye giriyor. Bu makale, makine \u00f6\u011frenimi d\u00fcnyas\u0131nda yeni bir pencere a\u00e7arak, geleneksel modellerin k\u0131s\u0131tlamalar\u0131n\u0131 a\u015fman\u0131za ve daha esnek, adaptif sistemler geli\u015ftirmenize yard\u0131mc\u0131 olacak bu g\u00fc\u00e7l\u00fc matematiksel \u00e7er\u00e7eveyi s\u0131f\u0131rdan ke\u015ffetmenizi sa\u011flayacak. Karma\u015f\u0131k veri yap\u0131lar\u0131n\u0131 anlamland\u0131rma ve daha isabetli tahminler yapma yetene\u011finizi art\u0131rarak, makine \u00f6\u011frenimi projelerinizde bir ad\u0131m \u00f6ne ge\u00e7meye haz\u0131r olun."}