How to navigate model parameters to get the weight & bias values?

Once I load a model (e.g. bert-base-uncased) in AutoModel, how can I access the internal weights and bias values ? How does the internal model parameter access look like ?
I can access the encoder parameters by model.encoder.named_parameters. But how to get one of the layer’s weight values ?