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The Consciousness Has Shifted...The Awakening Has Begun

Rafal W. kenorb

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The Consciousness Has Shifted...The Awakening Has Begun
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View show_tensor_images.py
# Show Tensor Images utility function
from torchvision.utils import make_grid
import matplotlib.pyplot as plt
def show_tensor_images(image_tensor, num_images=25, size=(1, 28, 28)):
'''
Function for visualizing images: Given a tensor of images, number of images, and
size per image, plots and prints the images in a uniform grid.
'''
View backward_pass.py
def conv_backward(dH, cache):
'''
The backward computation for a convolution function
Arguments:
dH -- gradient of the cost with respect to output of the conv layer (H), numpy array of shape (n_H, n_W) assuming channels = 1
cache -- cache of values needed for the conv_backward(), output of conv_forward()
Returns:
dX -- gradient of the cost with respect to input of the conv layer (X), numpy array of shape (n_H_prev, n_W_prev) assuming channels = 1
View forward_pass.py
def conv_forward(X, W):
'''
The forward computation for a convolution function
Arguments:
X -- output activations of the previous layer, numpy array of shape (n_H_prev, n_W_prev) assuming input channels = 1
W -- Weights, numpy array of size (f, f) assuming number of filters = 1
Returns:
H -- conv output, numpy array of size (n_H, n_W)
View forward_pass.py
def conv_forward(X, W):
'''
The forward computation for a convolution function
Arguments:
X -- output activations of the previous layer, numpy array of shape (n_H_prev, n_W_prev) assuming input channels = 1
W -- Weights, numpy array of size (f, f) assuming number of filters = 1
Returns:
H -- conv output, numpy array of size (n_H, n_W)
View IRS 990 e-File Data (7) -- Generate Data Dictionary.ipynb
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View IRS 990 e-File Data (3) -- Load Index Files into PANDAS.ipynb
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