You could iterate the parameters to get all weight and bias params via:
for param in model.parameters():
    ....

# or
for name, param in model.named_parameters():
    ...

You cannot access all parameters with a single call.
Each parameter might have (and most likely has) a different shape, can be pushed to a different device etc.