Multiclass Classification
Multiclass classification models predict one of more than two outcomes. In Aporia, these models are represented with the
multiclass
model type.Examples of multiclass classification problems:
- Is this product a book, movie, or clothing?
- Is this movie a romantic comedy, documentary, or thriller?
- Which category of products is most interesting to this customer?
If you have a model with one category prediction, then your database may look like the following:
id | feature1 (numeric) | feature2 (boolean) | prediction (category) | label (category) | timestamp (datetime) |
---|---|---|---|---|---|
1 | 13.5 | True | Cat | Cat | 2014-10-19 10:23:54 |
2 | -8 | False | Dog | Cat | 2014-10-19 10:24:24 |
To integrate this type of model follow our Quickstart, and during the schema mapping remember to include a
categorical
prediction field and categorical
actual field and linked them together.Check out the data sources section for more information about how to connect from different data sources.