Advanced analytics in practice

Let's put into practice what we have learned so far. We will develop a digital twin with Python, Keras (TensorFlow), and Pandas. We assume that Anaconda 5.2 or Python 3.7 is already installed.

Evaluating the RUL of 100 engines

For this exercise, we will use the free Turbofan Engine Degradation Simulation Data Set provided by NASA.

The Turbofan engine dataset is a free database provided by NASA (Saxena and K. Goebel (2008). Turbofan Engine Degradation Simulation Data Set, NASA Ames Prognostics Data Repository (http://ti.arc.nasa.gov/project/prognostic-data-repository), NASA Ames Research Center, Moffett Field, CA).

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