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For anyone who might be interested in understanding the features extracted by a convolutional network, I found this blog post to be insightful: https://distill.pub/2017/feature-visualization/.

Another by the same author (Chris Olah from Google Brain): https://distill.pub/2019/activation-atlas/

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