Cloud Computing

AWS Bedrock: Knowledge Bases & Data Connectors

Bedrock is the fastest way for AWS users to deploy RAG without managing infrastructure. Connect an S3 bucket to Amazon Bedrock to create a Living Documentation bot that updates every time a new doc is uploaded.

Level: IntermediateCloud Computing

What You'll Learn

Amazon Bedrock architecture and managed RAG
Knowledge Bases: S3 as a data connector
Automatic chunking, embedding, and indexing
Querying Knowledge Bases with the RetrieveAndGenerate API
S3 event triggers for live document updates
Living Documentation bot: always-fresh answers
Cost and latency compared to self-managed RAG

What's Included

🧭AI TutorπŸ”’

Interactive learning path with AI-generated lessons read aloud by your personal tutor

πŸ§ͺPractice LabπŸ”’

Step-by-step lab instructions with AI guidance β€” run in your own IDE or sandbox.

πŸŽ™οΈMock InterviewsπŸ”’

AI interviewer asks tailored questions, gives real-time feedback and a score report

πŸ“EvaluationπŸ”’

MCQ questions (theory, practical, code) to test your knowledge and earn a badge

βš”οΈChallenge AIπŸ”’

Compete head-to-head against AI on real production problems β€” judged on correctness, performance, scalability, code quality, and edge cases

Course Syllabus

Module 1: Bedrock & Knowledge Bases Overview

  • β€’Amazon Bedrock: models, APIs, and managed services
  • β€’Knowledge Base architecture: S3 β†’ embed β†’ vector store
  • β€’Supported embedding models (Titan, Cohere)
  • β€’Managed vector store options: OpenSearch, Aurora, Pinecone
  • β€’IAM roles and permissions for Bedrock

Module 2: Building the Knowledge Base

  • β€’Creating an S3 data source and uploading docs
  • β€’Configuring chunking strategy and overlap
  • β€’Triggering a sync to index new documents
  • β€’Querying with RetrieveAndGenerate API
  • β€’Inspecting retrieved chunks and citations

Module 3: Living Documentation Bot

  • β€’S3 event notification β†’ Lambda β†’ Bedrock sync trigger
  • β€’Keeping the Knowledge Base fresh on every upload
  • β€’Building a simple chat UI over the Knowledge Base API
  • β€’Monitoring ingestion status and errors
  • β€’Capstone: self-updating documentation Q&A bot

You're all set

Everything in this course is unlocked.

Continue Learning β†’
βœ“AI Tutor
βœ“Practice Lab
βœ“Mock Interviews
βœ“Evaluation
βœ“Challenge AI