For demonstration, we use the same (10 ps long) training trajectories propagated with the traditional quantum dynamics method (Local thermalising Lindblad master equation (LTLME) and Frenkel exciton Hamiltonian of seven sites FMO ) and the same simulation parameters as used in the AI-QD demonstration (see Methods and Ref. 20). Each traditional training trajectory of the reduced density matrix ρ(t) of the FMO complex is transformed into a single training point (Fig. ). The single training point contains a target vector