One strategy for predictive maintenance is to look at patterns of device failures for a given record. In this recipe, we will classify the data that exhibits a pattern that happens before the device fails.
We will be using keras, which is a fairly powerful machine learning library. Keras strips away some of the complexity of TensorFlow and PyTorch. Keras is a great framework for beginners in machine learning as it is easy to get started on and the concepts learned in Keras transfer to more expressive machine learning libraries such as TensorFlow and PyTorch.
