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In long multiplication, we have to multiply every digit of the first number by every digit of the second number. If the two numbers each have N digits, that's N 2 (or N x N ) multiplications ...
To help you understand the algorithm, the video shows a simple two-digit by two-digit multiplication. You can see that the first and last digits are essentially the result of one multiplication.