Advanced Retrieval-Augmented Generation (RAG) for Large Language Models Archives

Chunking Homework Exercise

Homework Instructions: In this exercise, you will implement an advanced RAG system to find legal cases from large documents. You will practice loading a large PDF with more than 1,000 …

Document Chunking Lesson Reflection

Summary of Chunking Lesson Documents need division for effective retrieval. Consider the length and content type. Limits exist in transformer models that necessitate splitting. For complex documents, semantic chunking handles …

Multimodal Lesson Reflection

Summary of Lesson: Multimodal RAG Systems Key Points:1. Multimodal Retrieval on Images: Traditional retrieval systems often rely on text. However, multimodal retrieval systems, especially for images, offer enhanced performance by …

Hybrid Search Homework Exercise

Homework Instructions: In this exercise, you will implement a Hybrid Search ARG system to find relevant cases from large legal documents. You will practice: loading a large legal documents, creating …

Multimodal RAG Hands-on Lab

Multimodal RAG Introduction

Reranking Hands-on Lab Walkthrough

Hybrid Search Hands-on Lab Walkthrough

Hybrid Search Introduction

Reverse Hyde – Hands-on Lab

Query-Document Alignment Presentation

Hands-on Lab – Contextual Enrichment of Document Chunks

Course Overview

Document Chunking Introduction

Chunking Hands-on Lab

Course: Advanced Retrieval-Augmented Generation (RAG) for Large Language Models

Advanced Retrieval-Augmented Generation (RAG) for Large Language Models