Despite the relatively small size of the database built from NDI-initiated styrenic polymers, the ML models offered reasonably accurate and robust predictions of the emission wavelength of the de novo-designed polymer structures containing polycyclic aromatic moieties. On the basis of predications and preliminary experiments, we optimized the synthetic strategy and realized full-color tunable solid-state emission via facile ATRP, based on two different approaches: