{"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":"Yapay Zeka Modellerini \u00dcretimde H\u0131zland\u0131rmak Neden \u00d6nemli?","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"8vNxp4i33X\"><a href=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-modellerini-uretimde-hizlandirmak-neden-onemli\/\">Yapay Zeka Modellerini \u00dcretimde H\u0131zland\u0131rmak Neden \u00d6nemli?<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-modellerini-uretimde-hizlandirmak-neden-onemli\/embed\/#?secret=8vNxp4i33X\" width=\"600\" height=\"338\" title=\"&#8220;Yapay Zeka Modellerini \u00dcretimde H\u0131zland\u0131rmak Neden \u00d6nemli?&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"8vNxp4i33X\" 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":"G\u00fcn\u00fcm\u00fcz rekabet\u00e7i d\u00fcnyas\u0131nda yapay zeka (AI) modelleri, \u00fcr\u00fcn ve hizmetlerin temelini olu\u015fturuyor. Ancak bu modelleri e\u011fitmek kadar, onlar\u0131 ger\u00e7ek d\u00fcnya senaryolar\u0131nda, yani \u00fcretim ortamlar\u0131nda verimli bir \u015fekilde \u00e7al\u0131\u015ft\u0131rmak da b\u00fcy\u00fck bir zorluktur. Yava\u015f \u00e7\u0131kar\u0131m s\u00fcreleri, y\u00fcksek donan\u0131m maliyetleri ve artan enerji t\u00fcketimi gibi problemler, AI'\u0131n potansiyelini tam olarak kullanmam\u0131z\u0131 engelleyebilir. Peki, bu devasa modelleri nas\u0131l daha h\u0131zl\u0131, daha az kaynak t\u00fcketen ve daha ekonomik hale getirebiliriz? \u0130\u015fte bu sorunun cevab\u0131, PyTorch, TensorFlow gibi pop\u00fcler \u00e7er\u00e7evelerden ONNX'e, oradan da TensorRT ve LiteRT gibi \u00f6zel h\u0131zland\u0131rma motorlar\u0131na uzanan kapsaml\u0131 bir optimizasyon yolculu\u011funda yat\u0131yor. Bu makalede, yapay zeka modellerinizi \u00fcretimde en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in ad\u0131m ad\u0131m bir rehber sunacak, performans engellerini a\u015fman\u0131n yollar\u0131n\u0131 ke\u015ffedece\u011fiz. Gelin, AI optimizasyonunun derinliklerine inelim ve modellerinizi ger\u00e7ek anlamda u\u00e7ural\u0131m!"}