๐๏ธ ๐๐ Pre-Filtering
You can also pre-filter your data by indexing any boolean, date, numeric, objectId, string, and UUID fields in your collection that you want to run your Atlas Vector Search queries against.
๐๏ธ ๐๐ Similarity Functions
Atlas Vector Search supports different similarity functions to search for top K-nearest neighbors. You can set the similarity function for vector type fields in your index definition.
๐๏ธ ๐๐ Vector Quantization
Vector Quantization is a technique to reduce the number of bits that represent a vector. This can help reduce the storage and memory requirements for vector embeddings.