Add regularization to the cost function

ex4/nnCostFunction.m

@@ -80,23 +80,14 @@ assert(size(J) == [1 1]);
 %               and Theta2_grad from Part 2.
 %
 
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+% Note: Theta1/2 are matrixes here, we want all their rows, but skip their
-
+% first column (not regularizing the bias term).
-
+regularization_term = lambda/(2*m) * ...
-
+                      (sum(sum(Theta1(:,2:end).^2)) ...
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+                       + sum(sum(Theta2(:,2:end).^2)));
-
+assert(size(regularization_term) == [1 1]);
-
+
-
+J += regularization_term;
-
-
-
-
-
-
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-
 
 % -------------------------------------------------------------