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Industrial Internet of Things technologies is widely distributed. Smart cities, factories, shops, house assume using intelligent methods of data processing providing by a sensors. In particular, smart enterprise control is possible by through of gestures and is interesting and perspective task. In the article briefly reviewed methodology of gesture and action recognition by image sequences and proposed neural network architecture for gesture recognition and smart enterprise control.