🌌 Word Embeddings Visualizer
Every word lives at a real coordinate. Similar words land close together — always.
📋 How To Use This Lab
Type a sentence using words from the vocabulary shown dimly in the space (try "king queen prince").
Press
▶ Embed Sentence
→
recognized words fly to their real embedding coordinates.
Notice related words (like king/queen, or dog/cat) land
physically close
— that's the whole idea of an embedding.
Flip
2D / 3D
→
the same coordinates, viewed with an added depth axis.
▶ Embed Sentence
2D
3D
Embedding Space (2D)
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🌌 VECTOR
Type words from the vocabulary and press Embed — I'll fly each one to its real coordinate.
🧑🏫 PROF. TORCH
nn.Embedding is really just a lookup table — each word ID maps to a learned vector. Distance in that space encodes meaning.