Azure ML Predictive Maintenance

Implementation of predictive maintenance for Azure Machine Learning in Python.

https://blogs.technet.microsoft.com/machinelearning/2015/05/12/new-predictive-maintenance-template-in-azure-ml/

utils.py: methods to generate features, labels and normalize data

Model Building.ipynb: evaluation of different models on regression (how many more cycle to failure) and classification (will it fail in certain window size) tasks

TODO

• Try ARIMA model
• Try LSTM