Reinforcement learning underpins the benefit of AI to the cybersecurity ecosystem and is closest to how humans learn through experience and trial and error. Unlike supervised learning, reinforcement learning focuses on how agents can learn from their own actions and feedback in an environment.

Source: Help Net Security