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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Content & Learning
- Access to all courses and bootcamps
- Video lessons with closed captions
- Interactive quizzes and assessments
- Course completion certificates
Hands-On Labs
- Browser-based cloud labs
- Pre-configured VMs ready to use
- Playgrounds for experiments
- Multi-VM realistic scenarios
AWS Integration
- Managed AWS Account included
- Pre-configured environments
- Real-world cloud scenarios
Support & Community
- Priority support
- Active community forum
No Setup Required
- Everything runs in your browser
- No software installation needed
- Automatic environment provisioning
- Works on any device
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