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Industry 4.0 provides emergence to what is called the “Smart Factory.” Industry 4.0 (IR 4.0) is a growing phenomenon for automation and information sharing in industrial technology. Artificial-intelligence-based methods (i.e., deep learning and machine learning) play a crucial role within IR 4.0. The main component of IR 4.0 includes a sensor, robotics, smart cameras, and software integration to manage the central system. These sensors generate huge amounts of data. This chapter examines the effect of numerous machine learning and deep-learning technologies on IR 4.0. The work also proposes a hybrid machine learning and deep learning-based model (HMDL) for IR4.0. The proposed HMDL model utilizes the features of the random forest machine learning method and the multilayer perceptron networks of the …