Example Notebooks

Here are various use cases for search by way of open-source demo projects. You can fork and modify any of them.

Example	Vector Dimension	No. Metadata Fields	Vector Index	Embedding Model
Hybrid search Applying a combination of KNN and metadata filtering to match academic papers.	384	7	Brute Force KNN	all-MiniLM-L6-v2
Classic Search Matching Files of Crimes in Chicago using lexical (classic) search.	N/A	21	N/A	N//A
Hybrid Search Matching commercial stores using a combination of metadata filtering and vector search over embedded images in binary format.	200 (binary)	6	IVF with hamming distance	N//A
Recommendation System Using Hybrid Search Movie recommendation engine, using a combination of text embedding and metadata filtering.	384	15	Brute Force KNN	all-MiniLM-L6-v2
Hybrid Similarity Search Matching applications using Hybrid search that combines vector search over text embedding and metadata filtering.	384	6	Brute Force KNN	bge-small-en
Hybrid Similarity Search Building a search engine for Amazon products, using a multi vector search, combining text and image embedding.	512, 512	N/A	HNSW	Clip ViT-B/32