Vector DB vs Traditional DB

Euclidean and Dot Product

Text vs Multimodal Embeddings

Semantic Similarity Intuition

How Embeddings Are Generated

What a Vector Database Is

Embedding Dimensionality

Nearest Neighbor Search (KNN)

Cosine Similarity

Approximate Nearest Neighbor (ANN)

What Embeddings Are

Vector Indexing (HNSW, IVF)