โšก How Math Powers Language Technology

Probability & vector spaces are the hidden engines behind every NLP system โ€” from autocomplete to chatbots.

๐Ÿ“Š Bigram Probability PRACTICAL

Estimate the likelihood of a short sentence using a small corpus and additive smoothing.

0 โ€” no smoothing 1 โ€” strong smoothing
โ€” probability
0%

๐ŸŒŒ Word Embedding Space VISUAL

Six words plotted in a 2D semantic space. Hover any point for details.

๐Ÿง  Vector arithmetic: king โˆ’ man + woman โ‰ˆ queen
Semantic relationships emerge from spatial proximity in the vector space.
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