This research focuses on the field of generative AI for music synthesis. During my PhD, I have contributed to the field with numerous published papers exploring various aspects of signal processing, and generative models for the control and explainability of the synthesis of instrumental tones. As part of my PhD journey, I undertook a project involving the conversion of text into speech using deep learning and the evaluation of synthesized speech at Xperi.