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==Convolutions== | ==Convolutions== | ||
[https://pytorch.org/docs/stable/nn.html#convolution-layers Pytorch Convolution Layers]<br> | [https://pytorch.org/docs/stable/nn.html#convolution-layers Pytorch Convolution Layers]<br> | ||
[https://towardsdatascience.com/types-of-convolutions-in-deep-learning-717013397f4d Types of convolutions animations]<br> | |||
Here, we will explain 2d convolutions.<br> | Here, we will explain 2d convolutions.<br> | ||
Suppose we have the following input image:<br> | Suppose we have the following input image:<br> | ||
<pre> | |||
1 2 3 4 5 | |||
6 7 8 2 3 | |||
2 5 9 9 5 | |||
4 8 8 2 1 | |||
</pre> | |||
and the following 3x3 kernel:<br> | and the following 3x3 kernel:<br> |