What is Embedding

Converting information (or any arbitrary data) to vector data.

"my name is Sam" -> [0.2, 0.1, 0.01, ... -0.3]

Visualizing Embeddings

When you visualize the embeddings in a 3D graph, you can see the "clustering" of relevant information in a space.

This clustering shows a visual relevance of each data stored in vector by the distance between them.

Semantics

Co-occurrencematrix

• represents the frequency with which pairs of words appear together in a given context.
• Analyzes relationships between elements.