The AUTOMATED CONTROL AND PARALLEL LEARNING HVAC APPARATUSES, METHODS AND SYSTEMS (“ACPLHVAC”) updates real time value function estimates through parallel and reinforcement learning, via ACPLHVAC components, by observing a defined state action space to maximize user Quality of Experience (QoE) and minimize associated energy required with regulating environmental spaces.