Row vs column vector in partial derivative definition

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The inner product of two column vectors [itex]\mathbf a[/itex] and [itex]\mathbf b[/itex], [itex]\mathbf a \cdot \mathbf b[/itex], written in matrix form is [itex]\mathbf a^T * \mathbf b[/itex].
 
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