Software Engineering
281 learners
Introduction to RAG
Learn what Retrieval-Augmented Generation (RAG) is, why combining retrieval with generation can reduce hallucinations, and how a basic RAG workflow contrasts with naive prompting. This course is mostly informational, setting the stage for more hands-on work in later courses.
Python
3 lessons
8 practices
1 hour
RAG Systems and Vector Databases
Lessons and practices
Implementing Simple Document Retrieval
Fix the Retrieval Bug
Fix the RAG Generation Bug
RAG: Retrieving Multiple Relevant Documents
Building a Simple RAG Pipeline
Reveal Document Relevance Scores
Enhance RAG Retrieval Function
Handle Missing Data in RAG
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