Matrix Multiplication

Check Dimensions¹ #

1. Inner two numbers must match
2. Outer two numbers = answer’s dim

Multiply #

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

1. First row, first column.
   $\begin{bmatrix} \color{red}{1} & \color{red}{2} & \color{red}{3} \\ 4 & 5 & 6 \end{bmatrix} \times \begin{bmatrix} \color{blue}{7} & 8 \\ \color{blue}{9} & 10 \\ \color{blue}{11} & 12 \\ \end{bmatrix} = \begin{bmatrix} \color{purple}{58} & ~~~~~ \\ ~~~ & \\ \end{bmatrix}\\$

2. First row, second column.
   $\begin{bmatrix} \color{red}{1} & \color{red}{2} & \color{red}{3} \\ 4 & 5 & 6 \end{bmatrix} \times \begin{bmatrix} 7 & \color{blue}{8} \\ 9 & \color{blue}{10} \\ 11 & \color{blue}{12} \\ \end{bmatrix} = \begin{bmatrix} 58 & \color{purple}{64} \\ ~~~ & \\ \end{bmatrix}\\$

3. Second row, first column.
   $\begin{bmatrix} 1 & 2 & 3 \\ \color{red}{4} & \color{red}{5} & \color{red}{6} \\ \end{bmatrix} \times \begin{bmatrix} \color{blue}{7} & 8 \\ \color{blue}{9} & 10 \\ \color{blue}{11} & 12 \\ \end{bmatrix} = \begin{bmatrix} 58 & 64 \\ \color{purple}{139} & \\ \end{bmatrix}\\$

4. Second row, second column.
   $\begin{bmatrix} 1 & 2 & 3 \\ \color{red}{4} & \color{red}{5} & \color{red}{6} \\ \end{bmatrix} \times \begin{bmatrix} 7 & \color{blue}{8} \\ 9 & \color{blue}{10} \\ 11 & \color{blue}{12} \\ \end{bmatrix} = \begin{bmatrix} 58 & 64 \\ 139 & \color{purple}{154} \\ \end{bmatrix}\\$

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