Describe the workflow you want to enable

Add a clip parameter to MaxAbsScaler that will allow for clipping values that exceed the maximum value seen during the training stage.

Describe your proposed solution

Similar to MinMaxScaler, but in this case it will clip [-1, +1].

Describe alternatives you've considered, if relevant

No response

Additional context

I'm not sure if it is possible to implement it without breaking sparsity of the inputs, which is the main problem.