When working with large data sets, you will potentially come across null or empty values. Here are a few ways to deal with them:
- Delete them – Remove the whole data point together as long as it is not too important to keep.
- Replace them – Use the mean, median, or mode of the data set (or something else entirely).
- Keep them – Some machine learning models are capable of handling null values effortlessly.