Machine Learning and Optimization for Predictive Maintenance based on Predicting Failure in the Next Five Days Topics: Forecasting; Industrial Engineering; Linear Programming; Maintenance; Optimization; Predictive Analytics In Proceedings of the 10th International Conference on Operations Research and Enterprise Systems ICORES - Volume 1, 192-199, 2021