At what point do we 'allow' AI to determine actions based on perceived (programmed) *BIAS* How can one prevent any bias on an AI's ability to be deterministic.
At what point do we 'allow' AI to determine actions based on perceived (programmed) *BIAS* How can one prevent any bias on an AI's ability to be deterministic.
So the glib answer is "train it on unbiased data". Depending on your philosophy, this translates either to "manually 'fix' anything you see as 'bias' in the training data", or "use a sufficient amount of entirely unmodified raw data along with an algorithm sufficiently insightful to cancel out all of the sources of inaccuracy introduced by the various sources of data and extract ground truth."
But you know if anyone ever does manage the latter, its results will still be decried as 'biased' by anyone who disagrees with them.
that is the 4th industrial revolution, the "post-correct" world where abundance of information (and its consumers) and speed of its production allows for and results in co-existence of multiple truths (kind of like hyperbolic geometry where one can draw through a point multiple different lines parallel to the given line) with the information space splitting into multiple feudal times like dukedoms.
Anyway, in general for biases i think we have D.Rumsfeld situation - the known/expected biases are known while the AI driven world would most probably bring new biases that we don't even expect.
https://en.wikipedia.org/wiki/Ouroboros
but instead its the warning against letting AI iterate upon itself without external intervention...
We need a "product recall" method that doesnt involve Blade Runners and campy one-liners...
SERIOUSLY