{"id":7290,"date":"2025-05-23T17:49:06","date_gmt":"2025-05-23T17:49:06","guid":{"rendered":"https:\/\/content-lead.com\/Lead\/?page_id=7290"},"modified":"2025-05-23T18:02:40","modified_gmt":"2025-05-23T18:02:40","slug":"augment-your-llms-using-rag","status":"publish","type":"page","link":"https:\/\/content-lead.com\/Lead\/augment-your-llms-using-rag\/","title":{"rendered":"Augment your LLMs using RAG"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"7290\" class=\"elementor elementor-7290\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e417fb e-flex e-con-boxed e-con e-parent\" data-id=\"4e417fb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a3b9c5c e-con-full e-flex e-con e-child\" data-id=\"a3b9c5c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5646e1b elementor-widget elementor-widget-image\" data-id=\"5646e1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"600\" height=\"94\" src=\"https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/bc95f7b4-databricks-logo_10go02m000000000000028.webp\" class=\"attachment-full size-full wp-image-6931\" alt=\"\" srcset=\"https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/bc95f7b4-databricks-logo_10go02m000000000000028.webp 600w, https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/bc95f7b4-databricks-logo_10go02m000000000000028-300x47.webp 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e810cc0 e-con-full e-flex e-con e-child\" data-id=\"e810cc0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb14a5a elementor-widget elementor-widget-html\" data-id=\"bb14a5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n    \n<style>\n\ninput {\n    border: 1px solid grey !important;\n    border-radius: 4px !important;\n    background-color: #fff !important;\n}\nselect {\n    border: 1px solid grey !important;\n    border-radius: 4px !important;\n    background-color: #ffffff !important;\n    -webkit-appearance: none;\n    -moz-appearance: none;\n    appearance: none;\n}\ninput#gform_submit_button_545 {\n    background-color: #d0d1d1 !important;\n    font-weight: 600;\n    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e-con-full e-flex e-con e-child\" data-id=\"83695e6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-115424c elementor-widget elementor-widget-heading\" data-id=\"115424c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Augment your LLMs using RAG\n\n\n\n\n\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7c1295 elementor-widget elementor-widget-image\" data-id=\"c7c1295\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1358\" height=\"1016\" src=\"https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-23-at-11.24.20\u202fPM.png\" class=\"attachment-full size-full wp-image-7293\" alt=\"\" srcset=\"https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-23-at-11.24.20\u202fPM.png 1358w, https:\/\/content-lead.com\/Lead\/wp-content\/uploads\/2025\/05\/Screenshot-2025-05-23-at-11.24.20\u202fPM-300x224.png 300w\" sizes=\"(max-width: 1358px) 100vw, 1358px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fa1c41 elementor-widget elementor-widget-text-editor\" data-id=\"9fa1c41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tHow to get more from generative AI\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-392c6cd elementor-widget elementor-widget-text-editor\" data-id=\"392c6cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tGenerative AI is taking the world by storm. However, one of the first challenges organizations face in deploying large language models (LLMs) in their corporate environment is how to make LLMs understand their proprietary enterprise data. Retrieval augmented generation (RAG) is the leading technique for enhancing LLMs with enterprise data. For example, to ensure chatbots that are powered by LLMs are responding with accurate, relevant responses, companies use RAG to give LLMs domain-specific knowledge drawn from user manuals or support documents.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-183331b elementor-widget elementor-widget-text-editor\" data-id=\"183331b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis compact guide to RAG will explain how to build a generative AI application using LLMs that have been augmented with enterprise data. We&#8217;ll dive deep into architecture, implementation best practices and how to evaluate Gen AI application performance.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ddcd9ad elementor-widget elementor-widget-text-editor\" data-id=\"ddcd9ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn this guide, you&#8217;ll learn:\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a44e640 elementor-widget elementor-widget-text-editor\" data-id=\"a44e640\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>The fundamentals of RAG, including the different types of RAG applications<\/li><li>Key components of RAG, namely retrieval and generation and the range of implementation choices and configurations you can use<\/li><li>Evaluating RAG and the different ways to properly understand the accuracy of the RAG application<\/li><li>Implementing RAG and the various features needed to support a productionized RAG application<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-152b453 e-con-full form-box e-flex e-con e-child\" data-id=\"152b453\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d34f4a elementor-widget elementor-widget-heading\" data-id=\"4d34f4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Please complete the form to\naccess\/download the content\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f77a239 elementor-widget elementor-widget-html\" data-id=\"f77a239\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script type=\"text\/javascript\">var gform;gform||(document.addEventListener(\"gform_main_scripts_loaded\",function(){gform.scriptsLoaded=!0}),window.addEventListener(\"DOMContentLoaded\",function(){gform.domLoaded=!0}),gform={domLoaded:!1,scriptsLoaded:!1,initializeOnLoaded:function(o){gform.domLoaded&&gform.scriptsLoaded?o():!gform.domLoaded&&gform.scriptsLoaded?window.addEventListener(\"DOMContentLoaded\",o):document.addEventListener(\"gform_main_scripts_loaded\",o)},hooks:{action:{},filter:{}},addAction:function(o,n,r,t){gform.addHook(\"action\",o,n,r,t)},addFilter:function(o,n,r,t){gform.addHook(\"filter\",o,n,r,t)},doAction:function(o){gform.doHook(\"action\",o,arguments)},applyFilters:function(o){return 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>Japan<\/option><option value='Jersey' >Jersey<\/option><option value='Jordan' >Jordan<\/option><option value='Kazakhstan' >Kazakhstan<\/option><option value='Kenya' >Kenya<\/option><option value='Kiribati' >Kiribati<\/option><option value='Korea, Democratic People&#039;s Republic of' >Korea, Democratic People&#039;s Republic of<\/option><option value='Korea, Republic of' >Korea, Republic of<\/option><option value='Kuwait' >Kuwait<\/option><option value='Kyrgyzstan' >Kyrgyzstan<\/option><option value='Lao People&#039;s Democratic Republic' >Lao People&#039;s Democratic Republic<\/option><option value='Latvia' >Latvia<\/option><option value='Lebanon' >Lebanon<\/option><option value='Lesotho' >Lesotho<\/option><option value='Liberia' >Liberia<\/option><option value='Libya' >Libya<\/option><option value='Liechtenstein' >Liechtenstein<\/option><option value='Lithuania' >Lithuania<\/option><option value='Luxembourg' >Luxembourg<\/option><option value='Macao' >Macao<\/option><option 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>Nauru<\/option><option value='Nepal' >Nepal<\/option><option value='Netherlands' >Netherlands<\/option><option value='New Caledonia' >New Caledonia<\/option><option value='New Zealand' >New Zealand<\/option><option value='Nicaragua' >Nicaragua<\/option><option value='Niger' >Niger<\/option><option value='Nigeria' >Nigeria<\/option><option value='Niue' >Niue<\/option><option value='Norfolk Island' >Norfolk Island<\/option><option value='North Macedonia' >North Macedonia<\/option><option value='Northern Mariana Islands' >Northern Mariana Islands<\/option><option value='Norway' >Norway<\/option><option value='Oman' >Oman<\/option><option value='Pakistan' >Pakistan<\/option><option value='Palau' >Palau<\/option><option value='Palestine, State of' >Palestine, State of<\/option><option value='Panama' >Panama<\/option><option value='Papua New Guinea' >Papua New Guinea<\/option><option value='Paraguay' >Paraguay<\/option><option value='Peru' >Peru<\/option><option value='Philippines' >Philippines<\/option><option value='Pitcairn' >Pitcairn<\/option><option value='Poland' >Poland<\/option><option value='Portugal' >Portugal<\/option><option value='Puerto Rico' >Puerto Rico<\/option><option value='Qatar' >Qatar<\/option><option value='Romania' >Romania<\/option><option value='Russian Federation' >Russian Federation<\/option><option value='Rwanda' >Rwanda<\/option><option value='R\u00e9union' >R\u00e9union<\/option><option value='Saint Barth\u00e9lemy' >Saint Barth\u00e9lemy<\/option><option value='Saint Helena, Ascension and Tristan da Cunha' >Saint Helena, Ascension and Tristan da Cunha<\/option><option value='Saint Kitts and Nevis' >Saint Kitts and Nevis<\/option><option value='Saint Lucia' >Saint Lucia<\/option><option value='Saint Martin' >Saint Martin<\/option><option value='Saint Pierre and Miquelon' >Saint Pierre and Miquelon<\/option><option value='Saint Vincent and the Grenadines' >Saint Vincent and the Grenadines<\/option><option value='Samoa' 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