Capstone Part 1: RAG Foundation
Build the RAG foundation for the Platform Engineering Assistant. Deploy ChromaDB, ingest Kubernetes documentation, create embeddings, and implement a retrieval API.
Lab Overview
Build the RAG foundation for the Platform Engineering Assistant. Deploy ChromaDB, ingest Kubernetes documentation, create embeddings, and implement a retrieval API.
What You'll Learn
Deploy ChromaDB as a persistent vector database
Ingest and chunk Kubernetes documentation
Generate embeddings using sentence transformers
Build a retrieval API for RAG queries
Test and optimize retrieval quality
Prerequisites
Completion of RAG Architectures course (Course 3)
Python programming with async patterns
Kubernetes fundamentals
Technologies Covered
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