Highlights: - Predictive Maintenance Overview and Workflow - Overview of Machine Learning Techniques - Identifying Condition Indicators by extracting Features in time, frequency, and time-frequency domains - Training Machine Learning model for Fault classification and RUL estimation - Examples from Industry, applying Predictive Maintenance to solve key business Issues Virtual: https://events.vtools.ieee.org/m/288561