One way to describe intelligence is as "the ability to understand something from a partial description". How minimalist this description can be is a measure of intelligence.
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Intelligence is the ratio with which your AI converts information about a task into skill at that task. Importantly, the task is typically not static, so "skill" here targets *future* situations, which may be very unlike past ones.
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The conversion is from past operating space to future operating space.
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That's not even remotely related to current ML/DL based on statistics and ergodicity assumptions. If anyone does not realize yet...
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