Deploying Qdrant Open-Source Vector Database for AI Applications on Ubuntu 24.04

Short summary

Qdrant is an open-source vector database optimized for AI applications and similarity search over high-dimensional embeddings. This step-by-step guide deploys it on Ubuntu 24.04 using Docker Compose, Traefik for automatic HTTPS certificates, and API-key authentication. Follow the included curl examples to run a production-ready vector search service with payload filtering.

• •Deploy Qdrant with Docker Compose and Traefik for automatic HTTPS and secure API-key authentication
• •Set up a production-ready vector database with similarity search using cosine distance metrics
• •Run working curl examples to create collections, insert embeddings, and query vector similarity

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