Real-time collaboration for Jupyter Notebooks, Linux Terminals, LaTeX, VS Code, R IDE, and more,
all in one place. Commercial Alternative to JupyterHub.
Real-time collaboration for Jupyter Notebooks, Linux Terminals, LaTeX, VS Code, R IDE, and more,
all in one place. Commercial Alternative to JupyterHub.
Path: blob/master/Improving Deep Neural Networks Hyperparameter tuning, Regularization and Optimization/week5/Regularization/__pycache__/testCases.cpython-36.pyc
Views: 13378
3
Z�] � @ s, d dl Zdd� Zdd� Zdd� Zdd � ZdS )
� Nc C s� t jjd� t jdddddgg�} t jjdd�}t jjdd�}t jjdd�}t jjdd�}t jjdd�}t jjdd�}||||||d�}t jdddd dgg�}|| |fS )
N� r � � )�W1�b1�W2�b2�W3�b3g�$H�g �?g������?ga�\�g�?gSHlV�?)�np�random�seed�array�randn) �Y_assessr r r r r r
�
parameters�a3� r �3/home/jovyan/work/week5/Regularization/testCases.py�*compute_cost_with_regularization_test_case s r c C sp t jjd� t jjdd�} t jdddddgg�}t jd6dddd7gd8d d d
d9gg�t jdddddgdd d d
dgg�t jd:d;d<gddd=gg�t jdgdgg�t jdddddgd>d?d@dAdBgdCdDdEdFdGgg�t jdddddgdddddgdddddgg�t jd$d%gdHdIgdJdKgg�t jdgdLgdMgg�t jdNdOdPdQdRgg�t jd.d/d0d1d.gg�t jdSdTdUgg�t jdVgg�f }| ||fS )WNr r � r gB�'#�t�?g�%#��
@g
g��� @g��>&�@g��d�-M�?g�Oݯ�?g�o��@g�Tc�K�?g���_p�?g�x� � �?g g�䜖'��?g
�m� �?g)b��j�?g�bg
��?g��Ql��?g�4w�"��?g ~��P�?g������?ga�����?g
����@g�K�ۊ@gz�;��G @g����"�?g!
<1�� @g̙��@g��u�;@g$ ��hd�?g���}@gq�n]�@g�|?wz� @g4�o�?g<u����?g� �?��?g)��u�?g;JN����?g��� %�?g�о��"�?g?�
Fg@g�[�T���?gw�2�-y@g�$H�g �?g������?ga�\�g�?gSHlV�?gS�&�Q��?gc;Ʋ� �?gT�)�z�?g1����?gB�'#�t��g��d�-M�g�Oݯ��g�x� � ݿg�䜖'��g
�m� ƿg)b��j�g�4w�"��g����"�g!
<1�� �g̙���g��u�;�g����"�g$ ��hdٿg���}�gq�n]��g�|?wz� �g$ ��hdٿg� �?��g)��u��g;JN�����g��� %ѿg����"�g$ ��hdٿg�о��"ؿg?�
Fg�g�[�T����gw�2�-y�g�о��"ؿgS�&�Q��gc;Ʋ� �gT�)�z�g1���)r r r
r r )�X_assessr �cacher r r �2backward_propagation_with_regularization_test_case s8
r c C s� t jjd� t jjdd�} t jjdd�}t jjdd�}t jjdd�}t jjdd�}t jjdd�}t jjdd�}||||||d�}| |fS )Nr r r r )r r r r r r
)r r r
r )r r r r r r r
r r r r �*forward_propagation_with_dropout_test_case. s r c C s� t jjd� t jjdd�} t jdddddgg�}t jd=dddd>gd?d d d
d@gg�t jdddddgdddddggtd�t jdddddgdddddgg�t jdAdBdCgdd dDgg�t jd gd gg�t jd d!d"d#d gdEdFdGdHdIgdJdKdLdMdNgg�t jdddddgdddddgdddddggtd�t jd,dd-dd,gdddddgdddddgg�t jd.d/gdOdPgdQdRgg�t jd gdSgdTgg�t jdUdVdWdXdYgg�t jd7d8d9d8d7gg�t jdZd[d\gg�t jd]gg�f}| ||fS )^Nr r r r gB�'#�t�?g�%#��
@g
g��� @g��>&�@g��d�-M�?g�Oݯ�?g�o��@g�Tc�K�?g���_p�?g�x� � �?TF)�dtypeg g��M�� @g(D>&�@gV2� @g�"��K�?g���_p@g�䜖'��?g
�m� �?g)b��j�?g�bg
��?g��Ql��?g�4w�"��?g ~��P�?g������?ga�����?g�I��"
@g�y#�k@g���w�(@g����"�?g״{�m�?g .�*t@g�L�zw@g$ ��hd�?g�M!>M@g��yM@g]�;�3>@g��-���?g_��"�k @g4�o�?g<u����?g� �?��?g)��u�?g;JN����?g��� %�?gR�dԺ�?g1����?g� ��g�@g �y����?g� F_ ��?g�
X��l?gS�&�Q��?gc;Ʋ� �?gT�)�z�?gB�'#�t��g��d�-M�g�Oݯ��g�x� � ݿg�䜖'��g
�m� ƿg)b��j�g�4w�"��g����"�g״{�m��g .�*t�g�L�zw�g����"�g$ ��hdٿg�M!>M�g��yM�g]�;�3>�g$ ��hdٿg� �?��g)��u��g;JN�����g��� %ѿg����"�g$ ��hdٿgR�dԺ�g1���g� ��g��g1���gR�dԺ�gS�&�Q��gc;Ʋ� �gT�)�z�g1���)r r r
r r �bool)r r r r r r �+backward_propagation_with_dropout_test_case; s( $ $ Pr )�numpyr r r r r r r r r �<module> s