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Interactive 3D/Word Embedding Space Explorer
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3D Word Embedding Space
Drag to orbit · Click a word to select · Scroll to zoom
Labels
Groups
Selected Word
Click a word to select
Analogies
Words with similar meanings cluster together. The direction from "man" to "woman" encodes gender - applying it to "king" lands near "queen".
Dashed blue lines show the gender direction (man→woman, king→queen). Both arrows are parallel - that's the vector analogy.

Word Embedding Space Explorer - Interactive Visualization

Word embeddings turn language into geometry. Similar words cluster together in vector space, and the directions between words encode semantic relationships - the vector from 'man' to 'woman' is almost identical to the vector from 'king' to 'queen.' This 3D explorer lets you rotate the embedding space, click words to see nearest neighbors, and test classic vector analogies.

  • 5 semantic clusters: animals, royalty, places, tech terms, and action verbs
  • Click any word to see its 3 nearest neighbors by cosine distance
  • Visualize the gender direction vector: parallel lines from man→woman and king→queen
  • Test 3 pre-loaded analogies: king-man+woman≈queen, paris-france+germany≈berlin
  • Filter by semantic group to see how well clusters separate
  • Foundation for GPT embeddings, RAG retrieval, and semantic search systems

Part of the EngineersOfAI Interactive 3D - free interactive visualizations covering every major concept in machine learning and AI engineering. Hover any element for a plain-English explanation. No code required.