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Solution: Model the Auto MPG Dataset

Explore preprocessing techniques for categorical data by removing missing values, creating dummy variables, and scaling features. Learn to train and evaluate a machine learning model to predict miles per gallon, gaining practical experience with real-world auto datasets.

We'll cover the following...

Let's practice what we have learned so far.

Task

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. ...