MDSection 27 of 38 · 10 subtopics
Vector Search
Find similar things at scale. Vector databases, ANN, hybrid search, metadata filtering.
Learning path
Work through each subtopic in order. Click any file below to open its lesson. Track your progress with the checkbox at the bottom.
Subtopics
Each subtopic includes a concise explanation, code examples, and references.
01
Vector Database
Interactive vector-space database.
vector-database
02
Vector Index
Index structure visualization.
vector-index
03
Nearest Neighbor Search
Query point + neighbors.
nearest-neighbor-search
04
Approximate Nearest Neighbor
Search-path animation.
approximate-nearest-neighbor
05
Cosine Similarity
Vector-angle visualization.
cosine-similarity
06
Dot Product
Vector score comparison.
dot-product
07
Euclidean Distance
Distance circles.
euclidean-distance
08
Metadata Filtering
Search + filter controls.
metadata-filtering
09
Hybrid Search
Keyword + vector search pipeline.
hybrid-search
10
Reranking
Candidate-ranking visualization.
reranking