Links

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
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