Day 1 Distance Metrics The meaning of a data point is implicitly defined by its position in vector space. After vectors are stored, we can use their spatial properties to perform nearest neighbor searches that retrieve semantically similar items based on how close they are in this space. However, the way we measure similarity or distance between vectors significantly impacts search quality, recall, and precision. Different metrics emphasize different aspects of similarity. The choice of metri...