Open
Description
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.