I don't know if is correct. It should be predicting a linear map from two variables to one, since we predict a third value based of any two values. The issue is that the line would only make predictions for a subset of the two values used to predict. Not trying to be pedantic, just not sure if I am understanding correctly(00:07:02 - 00:17:06)
Python Machine Learning Tutorial #3 - Linear Regression p.2
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