There are various ways to combine the strengths of machine learning (to deal with data sparsity) and waveform concatenation (for highly natural-sounding speech), and these so-called hybrid methods can do that very effectively.
Overview
A first look at how we can combine generation from a statistical model with concatenation of waveforms.
This is the new version. Still under construction.