Word Embeddings

What is Word Embeddings? Why does it exist? Where does it appear in Embeddings?

Draw or describe a visual model of Word Embeddings. What does it look like conceptually?

Work through a concrete manual example of Word Embeddings with real numbers or pseudocode.

Implement Word Embeddings from scratch in Python. Keep it minimal — just enough to see it work.

Try Word Embeddings on a real example. Vary the inputs and observe what changes.

How is Word Embeddings different from related concepts in Embeddings? What are the trade-offs?

Explain Word Embeddings in plain language using an analogy. Could a non-expert follow it?

Build a small project or demo that uses Word Embeddings as a core component.