vector-db-setup
Vector Database Setup
Configure vector databases for semantic search and AI applications.
Core Workflow
- Choose database: Select based on requirements
- Setup connection: Configure client
- Generate embeddings: Create vector representations
- Index documents: Store with metadata
- Query vectors: Semantic similarity search
- Optimize: Tune for performance
Database Comparison
| Database | Type | Best For | Scaling |
|---|---|---|---|
| Pinecone | Managed | Production, no ops | Automatic |
| Chroma | Embedded/Server | Development, local | Manual |
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