In this recipe, we will use keras-vis (https://raghakot.github.io/keras-vis/), an external Keras package for visually inspecting what a pre-built VGG16 network has learned in different filters. The idea is to pick a specific ImageNet category and understand 'how' the VGG16 network has learned to represent it.