YoVDO

Retrieval Augmented Generation - Boosting LLM Performance with External Knowledge

Offered By: Data Science Dojo via YouTube

Tags

Retrieval Augmented Generation (RAG) Courses Artificial Intelligence Courses Data Science Courses Machine Learning Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the concept of Retrieval Augmented Generation (RAG) in this 48-minute video from Data Science Dojo. Learn how RAG enhances large language model (LLM) performance by incorporating external knowledge sources. Discover the process of converting external data into numerical representations, appending relevant context to user prompts, and generating more accurate responses. Understand the advantages of RAG, including its ability to address domain-specific tasks, personalize for specialized fields, and maintain up-to-date information. Watch a practical demonstration and participate in a Q&A session. Gain insights into the potential of RAG to revolutionize LLM applications across various industries.

Syllabus

– Introduction to RAG
– Large Language Models
– Retrieval Augmented Generation
– Pros and Cons of RAG
– Demo
– QnA


Taught by

Data Science Dojo

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent