Let's dive deeper into the concept of the curse of dimensionality and its impact on vector databases.
The Curse of Dimensionality
The curse of dimensionality is a phenomenon where the number of possible unique vectors in a high-dimensional space grows exponentially with the number of dimensions. This makes it increasingly difficult to store, search, and retrieve vectors efficiently.