Word Embeddings Visualizer

Visualize word vectors in 2D (via PCA) and explore analogies like E(queen) - E(king) + E(uncle) ≈ E(aunt).

Visualize word vectors in 2D (via PCA) and explore analogies like E(queen) - E(king) + E(uncle) ≈ E(aunt).
You can edit the vectors, select words for analogy, and see the result visualized.

WordDim 1Dim 2Dim 3Dim 4
king
queen
man
woman
uncle
aunt
prince
princess
Analogy:-+=

How Word Embeddings Work:

  1. 1. Words are represented as high-dimensional vectors
  2. 2. Similar words have similar vector representations
  3. 3. Analogies can be computed using vector arithmetic
  4. 4. Example: king - man + woman ≈ queen
  5. 5. PCA reduces dimensions for 2D visualization
  6. 6. Cosine similarity measures vector closeness

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