{"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":"Github Dockerfile ve Yapay Zeka Entegrasyonu: Ba\u015flang\u0131\u00e7","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"zssHdRr2B8\"><a href=\"https:\/\/fatihsoysal.com\/blog\/github-dockerfile-ve-yapay-zeka-entegrasyonu-baslangic\/\">Github Dockerfile ve Yapay Zeka Entegrasyonu: Ba\u015flang\u0131\u00e7<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/github-dockerfile-ve-yapay-zeka-entegrasyonu-baslangic\/embed\/#?secret=zssHdRr2B8\" width=\"600\" height=\"338\" title=\"&#8220;Github Dockerfile ve Yapay Zeka Entegrasyonu: Ba\u015flang\u0131\u00e7&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"zssHdRr2B8\" 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":"Yapay zeka (YZ) projelerini geli\u015ftirme s\u00fcre\u00e7leri heyecan verici olsa da, bu projeleri tutarl\u0131 ve g\u00fcvenilir bir \u015fekilde da\u011f\u0131tmak \u00e7o\u011fu zaman b\u00fcy\u00fck bir zorluk te\u015fkil eder. Geli\u015ftirme ortam\u0131n\u0131zda sorunsuz \u00e7al\u0131\u015fan bir modelin, \u00fcretim ortam\u0131na al\u0131nd\u0131\u011f\u0131nda beklenmedik hatalar vermesi veya ba\u011f\u0131ml\u0131l\u0131k \u00e7ak\u0131\u015fmalar\u0131yla kar\u015f\u0131la\u015f\u0131lmas\u0131 olduk\u00e7a yayg\u0131nd\u0131r. Peki, bu karma\u015f\u0131k YZ modellerini farkl\u0131 sunuculara veya bulut ortamlar\u0131na ta\u015f\u0131rken ayn\u0131 performans\u0131 ve istikrar\u0131 nas\u0131l garantileyebiliriz? \u0130\u015fte bu noktada Docker ve onun temel yap\u0131 ta\u015f\u0131 olan Dockerfile, YZ servislerinizi standartla\u015ft\u0131rma, izole etme ve kolayca da\u011f\u0131tma konusunda devreye giriyor. Bu makalede, GitHub \u00fczerinde Dockerfile kullanarak YZ projelerinizi nas\u0131l u\u00e7tan uca y\u00f6netebilece\u011finizi, temelden ileri d\u00fczeye ad\u0131m ad\u0131m ke\u015ffedece\u011fiz. YZ uygulamalar\u0131n\u0131z\u0131n da\u011f\u0131t\u0131m\u0131n\u0131 basitle\u015ftirerek geli\u015ftirme s\u00fcre\u00e7lerinizi h\u0131zland\u0131rmak ve MLOps (Makine \u00d6\u011frenimi Operasyonlar\u0131) prensiplerini benimsemek i\u00e7in gelin bu yolculu\u011fa birlikte \u00e7\u0131kal\u0131m."}