sentence1: reinforcement learning is a machine learning paradigm in which an agent interacts with the environment e over a number of discrete time steps .
sentence2: reinforcement learning is a subgroup of machine learning research that involves an agent learning by itself what actions to take in an environment so that it maximizes some reward .