What makes different neurons calculate different parameters within a layer?

You could also apply a heatmap approach to interpret in a visual way and see in which areas the layer were activated and contributed to the output, see also: Get Heatmap from CNN ( Convolution Neural Network ), AKA CAM | by Seachaos | tree.rocks

Also: In figure 1) you find a nice illustrative visualization how low level features like edges are hierarchically combined and enhanced to describe more advanced patterns to finally form objects: see the following Source.

see this Thread.

Hope that helps, @Rohit_Pandey1!

Best regards

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