Exercise: Model the Auto MPG Dataset

Discover and deal with missing values in auto-mpg data, and create a machine learning model using dummy variables.

We'll cover the following

Let's practice what we have learned so far.


There is a dataset, auto_data.csv, available in the provided workspace. The task here is to:

  1. See if there is missing data and deal with that.

  2. Look for the columns that need dummies.

  3. Do a little machine learning. Try predicting mileage per gallon (mpg) after creating reasonable dummy variables.

Coding workspace

The provided workspace contains the required libraries and data. Let's try to code the solution for the task mentioned above.

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