A master-slave scheduling system, comprising (a) a master DRL unit comprising: (i) a queue containing a plurality of item-representations; (ii) a master policy module configured to select a single item-representation from the queue and submit to the slave unit; (iii) a master DRL agent configured to (a) train the master policy module; and (b) receive an updated item-representation from the slave unit, and update the queue;
(b) The slave DRL unit comprising: (i) a slave policy module receiving a single item-representation, selecting a single task entry and submitting to a slave environment for performance; (ii) a slave DRL agent configured to: (a) train the slave policy module; (b) receive an item-representation from the master DRL unit, and submit to the slave policy module; (c) receive an updated item-representation from the slave's environment, and submit the same to the master DRL unit; and (iii) the slave DRL agent.