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In chapter 6, Creating a matrix or two in python topic there is a typo
The mistake:
error = (goal_prediction - prediction) ** 2
what it should be:
error = (prediction - goal_prediction) ** 2
we can't see any difference in output because mean squared error is used.
Learning the whole Dataset! topic also has the same mistake
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