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The main purpose of Deep convolution neural network is to learn those numbers. The so called kernel values in each filter, such that it extracts the right information from the image. At the outset, to explain in simple terms, lets say, we have 3*3 filter, it initially assigns all the 9 values to 0.5 .
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