YaDT is a from-scratch main-memory implementation of the C4.5-like decision tree algorithm. Our presentation will be focused on the design principles that allowed for obtaining an extremely efficient system. Experimental results are reported comparing YaDT withWeka, dti, Xelopes and (E)C4.5.