Semantic Video Search Vector Database Workshop
Overview
Welcome to the “Semantic Video Search Vector Database” workshop! In this workshop, you’ll learn how to build a comprehensive video search system using AWS services such as SageMaker, S3, OpenSearch, ECS Fargate, and Lambda. We will guide you through each step of ingesting data, extracting features, and deploying a vector database for semantic search. You’ll have the opportunity to apply your knowledge through hands-on exercises, enhancing your skills and understanding of how to integrate AWS technologies to create an efficient and scalable video search solution.
Contents
- Introduction
- Setting Up S3 for Video Storage
- Ingesting Data with ECS Fargate
- 3.1 Create VPC
- 3.2 Set Up ECR Repository
- 3.3 Create ECS Task Definition
- 3.4 Run ECS Task
- Feature Extraction Using SageMaker and ECS
- Implementing OpenSearch for Vector Database
- Deploy with Terraform
- 6.1 Setup
- 6.2 Processing Data
- 6.3 Embedding
- 6.4 VectorDB
- 6.5 CMS