Sorry, this was badly written .
Alan Jones

Thanks Allan. I have started learning Deep learning and Tensor flow.

my question was : After training the Neural network with multiple instances of Dogs and Cats images.

After training, will the Network use a Single set of weights and bias for all Inputs/features.

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