Embedding
A numerical representation of words, images, or data that helps AI understand meaning or similarity.
Help me explain to...
K–5th
An embedding is like turning a word or picture into a secret code that helps a computer understand what it means, even if it’s not exactly the same.
6–8th
Embeddings help computers “see” how things are related. For example, the words “cat” and “kitten” might be close in AI’s thinking space because they’re similar. This helps AI understand connections.
9–12th
An embedding is a mathematical way to represent complex data (like text or images) in a way that captures meaning and similarity. It allows AI models to compare and work with abstract ideas, critical for language and image tasks.
Expeditions
K–5th
Have students match similar items (like “sock and shoe” or “pencil and paper”) and explain why they go together.
6–8th
Create a word map using sticky notes, connecting related terms. Then show how AI tools group words by meaning using numbers called embeddings, even if the words don’t match exactly.
9–12th
Use an online embedding visualizer to show how similar words cluster together. Let students experiment with academic terms and reflect on how tools use embeddings to tailor feedback or suggest learning paths.
Share Term
