The weights are stored in the layers themselves. For example:
>> network.Layers(5)
ans =
FullyConnectedLayer with properties:
Name: 'ip1'
Hyperparameters
InputSize: 2880
OutputSize: 10
Learnable Parameters
Weights: [10×2880 single]
Bias: [10×1 single]