Plot The Histogram Matrix

Lesson 4 of 15

In this lesson, you’ll going to generate the feature histogram grid that contains a histogram for every feature in the dataset. Like before, we’re going to use our famous HistogramUtils class from the previous lab modules.

Let’s get started.

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