Hands-On Artificial Intelligence for IoT

Predictive maintenance using Long Short-Term Memory

For demonstrating predictive maintenance, we'll use the simulated data provided in Azure ML (https://gallery.azure.ai/Collection/Predictive-Maintenance-Template-3). The dataset consists of the following three files:

• Training data: It contains the aircraft engine run to failure data. The download link for the data is http://azuremlsamples.azureml.net/templatedata/PM_train.txt.
• Testing data: It contains the aircraft engine operating data without failure events recorded. The data can be loaded from the link: http://azuremlsamples.azureml.net/templatedata/PM_test.txt.
• Ground truth data: Here, the information about the true remaining cycles for each engine in testing data is available. The link ...