At its core, Shannon entropy quantifies the uncertainty embedded in a message—how surprising a piece of information feels when received. Defined mathematically as H(X) = −∑p(x)log₂p(x), this formula captures the average unpredictability of a random variable X, directly linking uncertainty to entropy. The more evenly distributed the outcomes, the higher the entropy; when one outcome […]
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