Lan Zagar avatar Lan Zagar committed d88871b

Nicer and faster cost computation.

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Files changed (1)

mlclass/logistic_regression.py

         m = X.shape[0]
         sx = sigmoid(X.dot(theta))
 
-        j = -y.dot(np.log(sx)) - (1 - y).dot(np.log(1 - sx))
+        j = -np.log(np.where(y, sx, 1 - sx)).sum()
         j += self.lambda_ * theta.dot(theta) / 2.0
         j /= m
 
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