Embedding projector

Turn a 3D projection of real word vectors and check what you see against each word's true neighbors in 100 dimensions.

IntermediateExplained in Seeing high dimensions

Look inside a 100-dimensional space

Word vectors flattened to their three most informative directions. Drag to turn it. Tap a word to compare its true neighbors with what you see.

Loading 1.1 MB of word vectors...

Word groups
20°
Variance kept (PC1, PC2, PC3)...

Try this

  • Select a word and turn the view. Do its on-screen neighbors match its true neighbors?
  • Add groups one at a time and watch the share of variance kept.

Try "embedding", "softmax", "overfitting", or "backpropagation".