matrix
A matrix is just a rectangular grid of numbers arranged in rows and columns. We say a matrix is m-by-n when it has m rows and n columns, so [[1,2,3],[4,5,6]] is a 2-by-3 matrix.
There are three ways to read it. As a table of data (think a spreadsheet of prices or pixel brightness). As a list of column vectors stacked side by side. And, most powerfully, as a function that takes a vector in and gives a new vector out, stretching, rotating, or shearing space.
That last view is why matrices run through all of linear algebra: rotating an image, solving equations, or predicting tomorrow's weather can all be packaged as one matrix acting on a vector.
A 2-by-3 matrix: two rows, three columns.
Rows always come first: an m-by-n matrix has m rows and n columns, in that order.