2025. Machine Learning Applications and Techniques for Predictive Maintenance in Industrial Operations: A Review. Journal of Global Research in Multidisciplinary Studies(JGRMS). 1, 9 (Sep. 2025), 17–24. DOI:https://doi.org/10.5281/zenodo.17066431.