# normalization

> Browse 2 items tagged with normalization.

## Items

- [L2 Normalization (Vector Normalization)](https://vectordb.ever.works/id/items/l2-normalization-vector-normalization) — A preprocessing technique that scales vectors to unit length, ensuring all vectors lie on a hypersphere. Essential for making cosine similarity equivalent to inner product and improving embedding quality in many applications.
- [Vector Normalization (L2 Normalization)](https://vectordb.ever.works/id/items/vector-normalization-l2-normalization) — Essential preprocessing technique that scales embedding vectors to unit length using L2 norm, ensuring consistent magnitude and making cosine similarity equivalent to dot product for faster computation.

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_Canonical page: https://vectordb.ever.works/id/tags/normalization_