One important example is large, sparse systems/matrices. The pseudo-inverse requires computing an inversion that can be very expensive due to the size of the ma

One important example is large, sparse systems/matrices. The pseudo-inverse requires computing an inversion that can be very expensive due to the size of the matrix. That matrix generally will also no longer be sparse, so it will be expensive to store and work with.