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This research aims to review the developments of machine learning and its use in engineering education. The method used is study literature, with using secondary data, from reputable international journals, published in 2015 until 2019 from various publishers. The results show that obtained machine learning in engineering education has applied in some countries on majors of electrical engineering, mechanics, forestry, computer science, aerospace engineering, physics mathematics and engineering, and software engineering. In general, machine learning utilization makes it easier for someone to complete their work automatically. This research is expected to be a reference for the researcher about how machine learning development in Engineering Education to determine a machine learning topic that can be implemented on Technical and Vocational Education in the next research.