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[AMR] updated first 4.5 sections
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\shorttheorem[Bayes] $\displaystyle \P(Y_i | X) = \frac{\P(X | Y_i) \P(Y_i)}{\sum_{j = 1}^n \P(X | Y_j) \P(Y_j)}$
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\shortdefinition[Cont. Var] Sums become integrals\\
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\shortdefinition[Cont. Var] Sums become integrals (and vice-versa)\\
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e.g. $\sum_{X} \P(X) = 1$ becomes $\int \P(x) \dx = 1$
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\shortdefinition[Indep.] $x, y$ indep. iff $\P(\cX \cap \cY) = \P(\cX) \P(\cY)$
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\shortdefinition[Orthogonal vec] $v^\top w = 0$;
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\shortdefinition[Vec Line Eq] $\vec{p} + \lambda \vec{d}$
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\shortdefinition[Determinant] $ad - bc$ for mat $[a, b; c, d]$
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\shortdefinition[Determinant] $ad - bc$ for mat $[a, b; c, d]$.
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\shortdefinition[Eigenvalues] Solve $\det(M - \lambda I) = 0$
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\shortdefinition[Eigenvalues] Solve $\det(M - \lambda I) = 0$.
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\shortremark[Matrix Inverse] For diagonal, inverse of diag els
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