As discussed in Chap.  1 , quantum computing while not yet scalable has the potential to change the processing capabilities of computing especially for ML and AI processing. Without getting into the detailed hardware technicalities, the essential advantage of quantum is that it can evaluate many potential answers simultaneously (superposition) that results in improving calculation speeds immensely.