Predicting next action to take to reach a final state
You can represent the problem as a directed graph where the nodes are the states and the edges are the action that signifies the transition from one state to another if the action is performed. Once this is done you can use various graph path finding algorithms to find the sequence of actions to reach a specific state from a starting state.