{"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":"RAG Veri Al\u0131m\u0131: Geri \u00c7a\u011f\u0131rma Ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n Gizli Nedeni","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"5yzvDJprxN\"><a href=\"https:\/\/fatihsoysal.com\/blog\/rag-veri-alimi-geri-cagirma-basarisizliklarinin-gizli-nedeni\/\">RAG Veri Al\u0131m\u0131: Geri \u00c7a\u011f\u0131rma Ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n Gizli Nedeni<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/rag-veri-alimi-geri-cagirma-basarisizliklarinin-gizli-nedeni\/embed\/#?secret=5yzvDJprxN\" width=\"600\" height=\"338\" title=\"&#8220;RAG Veri Al\u0131m\u0131: Geri \u00c7a\u011f\u0131rma Ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n Gizli Nedeni&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"5yzvDJprxN\" 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":"Retrieval-Augmented Generation (RAG) sistemleri, b\u00fcy\u00fck dil modellerinin (LLM) bilgi yeteneklerini harici, g\u00fcncel ve spesifik veri setleriyle birle\u015ftirerek, do\u011fru ve ba\u011flam odakl\u0131 yan\u0131tlar \u00fcretme potansiyeliyle yapay zeka d\u00fcnyas\u0131nda devrim yarat\u0131yor. Bu sistemler, hal\u00fcsinasyonlar\u0131 azaltma ve bilgilere eri\u015fimi demokratikle\u015ftirme vaadiyle \u00f6ne \u00e7\u0131k\u0131yor. Ancak bu vaatlerin ger\u00e7e\u011fe d\u00f6n\u00fc\u015fmesi, \u00e7o\u011fu zaman g\u00f6z ard\u0131 edilen kritik bir a\u015famada yat\u0131yor: veri al\u0131m\u0131, yani \"ingestion\". Pek \u00e7ok geli\u015ftirici ve uygulay\u0131c\u0131, RAG sistemlerindeki geri \u00e7a\u011f\u0131rma (retrieval) hatalar\u0131n\u0131n temelinde yatan gizli darbo\u011faz\u0131n yetersiz veri al\u0131m\u0131 s\u00fcre\u00e7leri oldu\u011funu fark edemiyor. Bu makale, RAG sistemlerinizin ger\u00e7ek potansiyeline ula\u015fabilmesi i\u00e7in veri al\u0131m\u0131 a\u015famas\u0131ndaki kritik \u00f6nemi, s\u0131k\u00e7a kar\u015f\u0131la\u015f\u0131lan zorluklar\u0131 ve bunlar\u0131 a\u015fman\u0131n yollar\u0131n\u0131 derinlemesine inceliyor. RAG sistemlerinizin performans\u0131n\u0131 art\u0131rmak, kullan\u0131c\u0131 memnuniyetini y\u00fckseltmek ve geri \u00e7a\u011f\u0131rma ba\u015far\u0131s\u0131zl\u0131klar\u0131n\u0131n \u00f6n\u00fcne ge\u00e7mek i\u00e7in bu gizli darbo\u011fazlar\u0131 ke\u015ffetmeye haz\u0131r m\u0131s\u0131n\u0131z?"}