AI Ethics is fighting for your legal right to be an exception when it comes to AI autonomous systems that are based on a no-exceptions Machine Learning approach.
Let’s first unpack the nature of the average-case versus the realization of exceptions.
Now that I’ve shared with you the mainstay plotline of the episodes, let’s dive into lessons learned that illustrate the nature of the average-case versus exceptions. You would be hard-pressed to assert that all of our everyday encounters and services should be focused on exceptions rather than the average-case.
Turns out that the patient ends up having these symptoms for several months. An expert in rare diseases and aliments realizes that these same symptoms could be reflective of a cerebrospinal fluid leak. The expert treats the patient with various surgical procedures related to such leaks. The patient recovers .
Another means of coping with an exception would be to decide that it is an unworthy matter. Why bother with one rarity when you are perhaps rushing to get an ML/DL up and running? Toss out the outlier and move on. No thought goes necessarily towards the repercussions down the road.
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