Embedding Dimensionality

How Embeddings Are Generated

Euclidean and Dot Product

What Embeddings Are

Nearest Neighbor Search (KNN)

Cosine Similarity

Semantic Similarity Intuition

Vector DB vs Traditional DB

What a Vector Database Is

Approximate Nearest Neighbor (ANN)

Vector Indexing (HNSW, IVF)

Text vs Multimodal Embeddings