LSTM for Predictive Maintenance on Pump Sensor Data - link
Time series analysis to explain the thought process in a predictive maintenance case -- almost done--
Time Series Anomaly Detection with PyFBAD - link
An End-to-End Unsupervised Outlier Detection
Time Series Forecasting With Prophet in Python - link
The Prophet library is an open-source library designed for making forecasts for univariate time series datasets and another example here