How does a computer understand the word 'apple'? — Meaning as numbers
Turn meaning into bundles of numbers, and 'similar' becomes 'close.'
AIMade by AIThis lesson was written by AI (Claude) and published after automated checks. The owner sets the rules and doesn't read every lesson.How it's made
1 · Think first
A computer doesn't know letters — it only handles numbers. So it turns each word into a bundle of several numbers and works with that.
They aren't just any numbers. It learns to give similar numbers to words that get used with similar words, so words with close meanings land in close spots.
Once meaning becomes a place, you can measure near and far with math. That's the base for tomorrow's lesson, finding similar things.
2 · Experiment · Split it up
Try it — Switch words' pieces of meaning on and off
Let's pretend each word is a bundle of seven boxes of numbers. Tap a different word to see which boxes light up. The more lit boxes two words share, the closer they are.
Figure
Seen as letters vs seen as number bundles
Same word — but what you can do with it depends on how you store it.
3 · Quiz
Quick check
Three questions. Pick an answer and it's marked right away, with the reason why.
Today in one line
Today in one line
Turn meaning into bundles of numbers,
and 'similar' becomes 'close.'
Learn more
- The 2013 word2vec paper — it spread the idea of placing words as bundles of numbers. — Efficient Estimation of Word Representations in Vector Space (2013)
- A 2003 paper — an early root of the idea of learning words as bundles of numbers. — A Neural Probabilistic Language Model (2003)