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Tensorboard: Why is there a zigzag pattern at gradient plots?

Here is a picture of the gradient of a conv2d layer (the kernel). It has a zigsag pattern which I would like to understand. What I understand is that the gradient changes from mini-batch to mini-batch. But why does it increase after each epoch?

I am using the Keras Adam optimizer with default settings. I dont think that is the reason. Dropout and Batch-Norm. should also not be the reason. I am using image augmentation but that does not change …

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