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In this tutorial, I walk you through implementing Amazon S3 Vectors by creating a practical recipe knowledge base. You’ll learn how to set up an S3 vector bucket, create a vector index (dimension 2024), upload and chunk a cookbook PDF, and use cosine similarity for accurate recipe searches. What you’ll learn in this video: ✅ How to create and configure an S3 Vector Bucket in supported AWS regions ✅ Why vector buckets are different from general-purpose S3 buckets ✅ How to build a Vector Index and why dimensions matter for similarity search ✅ How to upload and chunk a PDF into vector representations for efficient retrieval ✅ The role of cosine similarity in comparing queries with stored vectors ✅ How to connect an S3 Vector Bucket to AWS Bedrock Knowledge Base ✅ Steps to create a Bedrock Agent (YouTube Chefbot) using Claude 3.5 Haiku ✅ How to configure the agent to give accurate, friendly recipe responses ✅ A real demo showing how the agent retrieves ingredients and recipes from the knowledge base Watch the part 01 here: • Amazon S3 Vectors + Bedrock: GenAI Concept... Enjoyed the video? Help me brew up more cloud content: https://buymeacoffee.com/mjmrz 🚀☕️ ★ Do you like this course? Watch more courses on this channel. Don't forget to Subscribe, Like, and Share our videos! ✅ AWS IAM - Crash Course (Learn IAM in 1 hour!) • AWS IAM - Crash Course (Learn IAM in 1 hou... ✅ AWS Fargate - Crash Course • AWS Fargate - Running Dockerized Apps ✅ AWS VPC - Crash Course • AWS VPC - A Crash Course (Demos Included) ✅ Amazon DynamoDB - Crash Course • Amazon DynamoDB - A Crash Course (Demos In... ✅ AWS AppSync - Crash Course • AWS AppSync - Crash Course ✅ AWS KMS - Crash Course • AWS KMS - Key Management Service (Crash Co... ✅ Amazon Honeycode - Crash Course • Amazon Honeycode: Build 2 Apps in 45 Minutes! ✅ Building an E-Commerce Application with AWS • Web & Mobile Apps with AWS Music: Spark Of Inspiration by Shane Ivers - https://www.silvermansound.com Licensed under Creative Commons Attribution 4.0 International License https://creativecommons.org/licenses/... Music promoted by https://www.chosic.com/free-music/all/ #manoj #fernando #enlearacademy