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A training feature represents one of four unordered device types. A linear model should not interpret those types as ordered distances. Which representation is suitable?
Published
- A single constant shared by every category
- The alphabetical position of each type treated as a regression target
- Integers from one to four treated as a continuous measurement
- One-hot encoding of device categories
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