text: filtering and management of embeddings. Fully open source.ğŸ“„ï¸� MarqoThis notebook shows how to use functionality related to the Marqo vectorstore.ğŸ“„ï¸� MatchingEngineThis notebook shows how to use functionality related to the GCP Vertex AI MatchingEngine vector database.ğŸ“„ï¸� MilvusMilvus is a database that stores, indexes, and manages massive embedding vectors generated by deep neural networks and other machine learning (ML) models.ğŸ“„ï¸� MongoDB AtlasMongoDB Atlas is a fully-managed cloud database available in AWS , Azure, and GCP.  It now has support for native Vector Search on your MongoDB document data.ğŸ“„ï¸� MyScaleMyScale is a cloud-based database optimized for AI applications and solutions, built on the open-source ClickHouse.ğŸ“„ï¸� OpenSearchOpenSearch is a scalable, flexible, and extensible open-source software suite for search, analytics, and observability applications licensed under Apache 2.0. OpenSearch is a distributed search and analytics engine based on Apache Lucene.ğŸ“„ï¸� pg_embeddingpgembedding is an open-source vector similarity search for Postgres that uses  Hierarchical Navigable Small Worlds for approximate nearest neighbor search.ğŸ“„ï¸� PGVectorPGVector is an open-source vector similarity search for PostgresğŸ“„ï¸� PineconePinecone is a vector database with broad functionality.ğŸ“„ï¸� QdrantQdrant (read: quadrant ) is a vector similarity search engine. It provides a production-ready service with a convenient API to store, search, and manage points - vectors with an additional payload. Qdrant is tailored to extended filtering support. It makes it useful for all sorts