The in-depth implementation of the rural revitalization strategy has raised higher demands for the construction of the rehabilitation medical service system. In this context, this article proposes an intelligent training model for rehabilitation talents (AI-RTS) based on big data and artificial intelligence technology. Experimental results indicate that the AI-RTS model provides a new technological approach for training rehabilitation talents in the context of rural revitalization.