Plot A Histogram Of Every Feature

Lesson 4 of 17

Before you build a machine learning model, it’s important to understand your data visually. Just looking at the numbers, like you did in the previous lesson, may not be enough. A good chart can clearly reveal patterns in the dataset.

In this section, you’ll going to generate code to plot a histogram for every (interesting) feature in the dataset.

Let’s get started.

...

Please provide your access code to unlock and read the remainder of this lesson. Your code will be securely stored in your browser, so you only need to enter it once. If you do not have an access code for this lab, you can get one here.

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
Previous Lesson Next Lesson