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Vector databases (beyond the hype)

Practical AI

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What to Think About When Thinking About a Database

When considering databases, there are trade-offs to think about. Existing databases in document format might be suitable for adding semantic search capability or retrieving information using semantics. However, purpose-built vendors specifically for vectors are also an option. It is crucial to understand the differences between the two. For instance, leveraging the vector index or storage of an existing database like Elasticsearch or Postgres may seem appealing, but it's important to note the performance concerns associated with plugins like PgVector.

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