RAG with a UI in 10 Minutes

Build a RAG with a UI on AWS and host it for less than $1 / month.

I'll show you how to build RAG with a UI using AWS Bedrock, AWS Lambda and Streamlit to query your private data securely.

Source code:
https://github.com/thecarlo/rag-with-...

Add Authorization check to Lambda:
https://github.com/thecarlo/rag-with-...

Blog post:
https://www.humankode.com/aws/build-a...

00:00 - Introduction
02:14 - Create an S3 Bucket to Store Data
02:38 - Create a Pinecone Index to Store Vector Data
03:20 - Store API Key in AWS Secrets Manager
04:17 - Create an AWS Bedrock Knowledge Base
06:13 - Sync your data
06:19 - Query your RAG in AWS Bedrock
07:38 - Create a Python Lambda in AWS Console
08:14 - Update the Lambda to Query AWS Bedrock in VS Code with Python
09:02 - Deploy the Lambda to AWS
10:30 - Lambda IAM Policy for AWS Bedrock
10:55 - Build the RAG UI in Streamlit with Python

#ai #llm #aws