YoVDO

Building a Retrieval Augmented Generation System: Challenges and Best Practices

Offered By: MLOps.community via YouTube

Tags

Retrieval Augmented Generation (RAG) Courses Cybersecurity Courses MLOps Courses LLM (Large Language Model) Courses Retrieval Augmented Generation Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the journey of building a Retrieval Augmented Generation (RAG) system in this 12-minute conference talk by Wes Ladd, founder of Train GRC Academy. Delve into the critical challenges faced during development, including data quality issues, query engine complexities, and contextualization hurdles. Learn from Ladd's experiences as he shares valuable insights, pitfalls to avoid, and best practices for implementing RAG systems. Gain a comprehensive understanding of the highs and lows involved in the process, empowering you to make informed decisions in your own projects. Drawing from his extensive background in cybersecurity and experience working with Fortune 100 companies, Ladd offers a unique perspective on leveraging Large Language Models (LLMs) and associated technologies for research and reporting tools in the cybersecurity domain.

Syllabus

Intro
Overview
Challenges
Search Quality
Context


Taught by

MLOps.community

Related Courses

Better Llama with Retrieval Augmented Generation - RAG
James Briggs via YouTube Live Code Review - Pinecone Vercel Starter Template and Retrieval Augmented Generation
Pinecone via YouTube Nvidia's NeMo Guardrails - Full Walkthrough for Chatbots - AI
James Briggs via YouTube Hugging Face LLMs with SageMaker - RAG with Pinecone
James Briggs via YouTube Supercharge Your LLM Applications with RAG
Data Science Dojo via YouTube