Singapore's manufacturing landscape is witnessing substantial development fueled by the rising use of industrial automation . Encouraged by government initiatives and a capable labor force, firms are here implementing automated processes and machine learning to boost productivity and competitiveness . The shift towards Industry 4.0 indicates ongoin