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Updated the spelling !
"applyies" --> "applies"
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convolutional-neural-networks/conv-visualization/conv_visualization.ipynb

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"#### `__init__` and `forward`\n",
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"To define a neural network in PyTorch, you define the layers of a model in the function `__init__` and define the forward behavior of a network that applyies those initialized layers to an input (`x`) in the function `forward`. In PyTorch we convert all inputs into the Tensor datatype, which is similar to a list data type in Python. \n",
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"To define a neural network in PyTorch, you define the layers of a model in the function `__init__` and define the forward behavior of a network that applies those initialized layers to an input (`x`) in the function `forward`. In PyTorch we convert all inputs into the Tensor datatype, which is similar to a list data type in Python. \n",
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"\n",
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"Below, I define the structure of a class called `Net` that has a convolutional layer that can contain four 4x4 grayscale filters."
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