docs: update linking
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@ -46,7 +46,7 @@ for all $\mathbf{v} \in S$, and hence $\mathbf{u}_1 + \mathbf{u}_2 \in S^\perp$.
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### Fundamental subspaces
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Let $V$ be an Euclidean inner product space $V = \mathbb{R}^n$ with its inner product defined by the [scalar product](../inner-product-spaces/#euclidean-inner-product-spaces). With this definition of the inner product on $V$ the following theorem may be posed.
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Let $V$ be an Euclidean inner product space $V = \mathbb{R}^n$ with its inner product defined by the [scalar product](inner-product-spaces.md#euclidean-inner-product-spaces). With this definition of the inner product on $V$ the following theorem may be posed.
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> *Theorem 1*: let $A$ be an $m \times n$ matrix, then
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>
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@ -118,7 +118,7 @@ Known as the fundamental theorem of linear algebra. Which can be used to prove t
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S^\perp = R(X^T)^\perp = N(X),
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$$
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from the [rank nullity theorem](../vector-spaces/#rank-and-nullity) it follows that
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from the [rank nullity theorem](vector-spaces.md#rank-and-nullity) it follows that
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$$
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\dim S^\perp = \dim N(X) = n - r.
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@ -464,4 +464,4 @@ $$
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\mathbf{\hat x} = (A^T A)^{-1} A^T \mathbf{b},
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$$
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is the unique solution of the normal equations for $A$ nonsingular and consequently, the unique least squares solution of the system $A \mathbf{x} = \mathbf{b}$.
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is the unique solution of the normal equations for $A$ nonsingular and consequently, the unique least squares solution of the system $A \mathbf{x} = \mathbf{b}$.
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