Qdrant is an open-source vector database for AI applications, optimised for similarity search over high-dimensional embeddings, with a REST/gRPC API, payload filtering, and a built-in dashboard. This guide deploys Qdrant using Docker Compose with Traefik handling automatic HTTPS, API-key authent...

Source: [Dev.to](https://dev.to/vultr/deploying-qdrant-open-source-vector-database-for-ai-applications-on-ubuntu-2404-5235)

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