Mastering Predictive Analytics with scikit-learn and TensorFlow by Alvaro Fuentes

Author:Alvaro Fuentes
Language: eng
Format: epub
Tags: COM031000 - COMPUTERS / Information Theory, COM072000 - COMPUTERS / Computer Simulation, COM042000 - COMPUTERS / Natural Language Processing
Publisher: Packt Publishing
Published: 2018-09-28T17:05:04+00:00

Now, let's go to the Jupyter Notebook to see how to implement the dimensionality reduction method and to apply PCA on the given dataset:

In this case, we will use the credit card default dataset. So, here we are doing the transformations that we have covered so far:

Now, let's take a look at the bill amount features. We have six of these features, the history of the bill amounts from one to six months ago, which are closely related, as you can see from the visualization generated from the following screenshot of code snippets:

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