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Building RAG systems

Answers over your data: indexing, retrieval and cited generation.

Course program

Module 1

RAG concept

1Why RAG is neededFree2RAG vs fine-tuning and long contextFree3RAG architecture: what it consists of🔒
Module 2

Indexing and chunking

4Chunking: splitting data into fragments🔒5Embeddings and the vector index🔒
Module 3

Retrieval

6Retrieval: finding relevant fragments🔒7Generating answers with citations🔒8Common RAG problems and their causes🔒
Module 4

Quality evaluation

9Evaluating RAG quality🔒10Data updates and maintenance🔒11Bringing the RAG system together🔒