Zefs Guide to Deep Learning by Roy Keyes

Author:Roy Keyes [Roy Keyes]
Language: eng
Format: epub
Publisher: leanpub.com
Published: 2022-05-12T00:00:00+00:00

The most important part to understand is that the same filter array of weights is being multiplied with each different window region of the (image) array. The question then becomes “what are the best weight values in the filter array?”.

Traditionally convolutional filters have been a workhorse of digital image processing and were designed by hand to do things like edge detection or blurring. The beauty of neural networks is that the weights in these filter arrays can simply be learned from the training data. While traditional filter arrays have been carefully designed to perform a specific task, we do not ultimately care what an individual filter in our neural network does, only that it helps the network output the best prediction. This hands-off approach was a big break from traditional image processing.

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