The mathematics of uncertainty
Real data is rarely one number. It's a vector. The multivariate Gaussian N(μ, Σ) extends the bell curve to many dimensions. The mean becomes a vector μ ∈ ℝⁿ (the centre of the cloud) and the variance becomes a covariance matrix Σ (the shape and tilt of the cloud).
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▶ Multivariate Gaussian