Matrix Multiplication

Check Dimensions #

1. Inner two numbers must match¹
2. Outer two numbers = answer’s dimensions

Multiply #

Dot product² each row in the 1st matrix with every column in the 2nd matrix.

1. First row, first column.
   \[\begin{bmatrix} \color{#c2620a}{1} & \color{#c2620a}{2} & \color{#c2620a}{3} \\ 4 & 5 & 6 \end{bmatrix} \times \begin{bmatrix} \color{#3b82f6}{7} & 8 \\ \color{#3b82f6}{9} & 10 \\ \color{#3b82f6}{11} & 12 \\ \end{bmatrix} = \begin{bmatrix} \color{#8b5cf6}{58} & ~~~~~ \\ ~~~ & \\ \end{bmatrix}\\\]

2. First row, second column.
   \[\begin{bmatrix} \color{#c2620a}{1} & \color{#c2620a}{2} & \color{#c2620a}{3} \\ 4 & 5 & 6 \end{bmatrix} \times \begin{bmatrix} 7 & \color{#3b82f6}{8} \\ 9 & \color{#3b82f6}{10} \\ 11 & \color{#3b82f6}{12} \\ \end{bmatrix} = \begin{bmatrix} 58 & \color{#8b5cf6}{64} \\ ~~~ & \\ \end{bmatrix}\\\]

3. Second row, first column.
   \[\begin{bmatrix} 1 & 2 & 3 \\ \color{#c2620a}{4} & \color{#c2620a}{5} & \color{#c2620a}{6} \\ \end{bmatrix} \times \begin{bmatrix} \color{#3b82f6}{7} & 8 \\ \color{#3b82f6}{9} & 10 \\ \color{#3b82f6}{11} & 12 \\ \end{bmatrix} = \begin{bmatrix} 58 & 64 \\ \color{#8b5cf6}{139} & \\ \end{bmatrix}\\\]

4. Second row, second column.
   \[\begin{bmatrix} 1 & 2 & 3 \\ \color{#c2620a}{4} & \color{#c2620a}{5} & \color{#c2620a}{6} \\ \end{bmatrix} \times \begin{bmatrix} 7 & \color{#3b82f6}{8} \\ 9 & \color{#3b82f6}{10} \\ 11 & \color{#3b82f6}{12} \\ \end{bmatrix} = \begin{bmatrix} 58 & 64 \\ 139 & \color{#8b5cf6}{154} \\ \end{bmatrix}\\\]

Note: Dot product of orange row and blue col = purple num