This lab is currently in Beta, content may be updated as we refine the material
LABADVANCED

Capstone Part 1: RAG Foundation

🛠 Lab from the AI Platform Engineering Bootcamp. Used in Week 8. Bootcamp landing page: https://academy.tekanaid.com/bootcamps/ai-platform-engineering-bootcamp Parent course(s): - Week 8: Enterprise AI and Capstone Project (slug: enterprise-capstone-108) 🟡 Beta bootcamp lab. Hands-on instructions, check scripts, and solve scripts are in place. Lab is part of the running Platform Assistant capstone arc that grows across all 8 weeks of the bootcamp. Build the RAG foundation for the Platform Engineering Assistant. Deploy ChromaDB, ingest Kubernetes documentation, create embeddings, and implement a retrieval API.

90 minutes
Capstone Part 1: RAG Foundation - Platform Engineering Hands-On Lab Icon

Lab Overview

🛠 Lab from the AI Platform Engineering Bootcamp. Used in Week 8. Bootcamp landing page: https://academy.tekanaid.com/bootcamps/ai-platform-engineering-bootcamp Parent course(s):

  • Week 8: Enterprise AI and Capstone Project (slug: enterprise-capstone-108)

🟡 Beta bootcamp lab. Hands-on instructions, check scripts, and solve scripts are in place. Lab is part of the running Platform Assistant capstone arc that grows across all 8 weeks of the bootcamp.

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

capstoneragvector-databasechromadbembeddingskubernetespythonmlops

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