This study focuses on the short-term efforts to systematically advance hurricane resilience of urban built environment, where the problem of optimizing stakeholders’ action plans for resilience enhancement is mathematically formulated as a Markov decision process and approached by the deep reinforcement learning (AI) algorithms.