YoVDO

Why Retrieval Augmented Generation (RAG) is Overrated

Offered By: Data Centric via YouTube

Tags

Retrieval Augmented Generation (RAG) Courses Data Science Courses Computational Complexity Courses Information Retrieval Courses Cost Analysis Courses AI Engineering Courses Retrieval Augmented Generation Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore a critical analysis of Retrieval Augmented Generation (RAG) in this 24-minute video from Data Centric. Delve into the reasons why RAG may be overhyped, drawing from real-world product development experience. Examine key challenges including hallucinations, retrieval complexity, and cost considerations. Learn about potential approaches to make RAG more practical and effective. Gain insights into AI engineering, large language models, and data science applications. Access complementary resources including blog posts, hands-on projects, and in-depth articles to further expand your understanding of RAG and its implications for AI development.

Syllabus

Intro:
Hallucinations:
Retrieval Complexity:
Cost of RAG:
Making RAG practical:


Taught by

Data Centric

Related Courses

Automata Theory
Stanford University via edX
Introduction to Computational Thinking and Data Science
Massachusetts Institute of Technology via edX
算法设计与分析 Design and Analysis of Algorithms
Peking University via Coursera
How to Win Coding Competitions: Secrets of Champions
ITMO University via edX
Introdução à Ciência da Computação com Python Parte 2
Universidade de São Paulo via Coursera