The Last Readable Knobs
This video presents the same text shown beside it, spoken and on screen. It adds nothing the text does not say.
State
A trained deep network's theory of its task is written in millions of coupled knobs and cannot be read — verification shifts from reading machines to testing behavior.
Show
The melon machine said yellowness, three to one; a deep stack's knowledge lives in no readable clump of knobs.
Watch for
Remember the perceptron's courtesy — audit, contest, check — pricing its loss keeps the next units honest.