In the old implementation of autopytorch, there is fast ICA as a feature preprocessor. However, due to a bug in scikit learn's implementation causes numerical instability and there crashes.

Also, fast ica is not a typical dimensionality reduction.

Therefore, we should analyse if it makes sense to add fast ICA component to the new version