The invention relates to metallurgical steelmaking technologies, and aims to provide a converter intelligent tapping device and a control method. The device comprises a converter steelmaking secondarycontrol system, a converter deslag detection system, a taphole slag blocking system, a converter opening monitoring module, a tapping monitoring module, a communication control module and a deep learning host, wherein the converter opening monitoring module is provided with a converter opening monitoring probe and a converter opening monitoring and processing unit; the tapping monitoring module is composed of a tapping monitoring probe and a tapping monitoring and processing unit; and the communication control module is connected with the deep learning host, the converter opening monitoring module, the tapping monitoring module, the converter steelmaking secondary control system, the converter deslag detection system and the taphole slag blocking system, so that two-way intercommunicationof data information and control signals is achieved. Intelligent prediction and control of converter tapping can be achieved, the tapping time is shortened, and the tapping efficiency is improved; the tapping process is reproducible, traceable and high in safety; and the molten steel quality is improved while the yield of molten steel is increased.