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add import statement in doctest
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‎machine_learning/logistic_regression.py‎

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@@ -113,6 +113,7 @@ def log_likelihood(x, y, weights):
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weights (ndarray): shape (n_features,) parameter vector
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Examples:
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>>> import numpy as np
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>>> x = np.array([[0, 0, 0]])
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>>> y = np.array([0, 0, 0])
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>>> w = np.array([0, 0, 0])
@@ -156,6 +157,7 @@ def logistic_reg(alpha, x, y, max_iterations=70000):
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Learned weight vector after optimization.
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Examples:
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>>> import numpy as np
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>>> alpha = 0.001
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>>> x = np.ones((2, 2))
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>>> y = np.ones(2)

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