According to one embodiment, a training apparatus for speech synthesis includes a storage device and a hardware processor in communication with the storage device. The storage stores an average voice model, training speaker information representing a feature of speech of a training speaker and perception representation information represented by scores of one or more perception representations related to voice quality of the training speaker, the average voice model constructed by utilizing acoustic data extracted from speech waveforms of a plurality of speakers and language data. The hardware processor, based at least in part on the average voice model, the training speaker information, and the perception representation score, train one or more perception representation acoustic models corresponding to the one or more perception representations.