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I know the equation of the Linear Regression Squared Error

I am interested in the Absolute Error Linear Regression.

I know there is no equation that calculates it straight away

but what is the fastest way (Computetionally) to find the Linear Regression Slope and intercept

$Y = a_0 + a_1 X$

asmgx
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