Remove others label

Reduce noise in your classification model and enhance predictive accuracy by removing records with the label "others" from training data. These are records with a distribution frequency of under one percent.

Vorbereitungen

Role required: ml_admin or admin

Warum und wann dieser Vorgang ausgeführt wird

When this option is set to true, records under 1% of total data distribution are excluded from training. These records are labeled "others" in the interface. The 1% threshold can't be modified.

You can add this option in the solution definition form by using the following procedure. Alternatively, you can use a script to add this option.

To add this option using a script:

config.removeOthersLabel(true);

In JSON format:

{
    "remove_others_label": true
    }

Prozedur

1. To add this option in the solution definition form, navigate to All > Predictive Intelligence > Classification > Solution Definitions.
2. Open an existing classification solution or create a new one.
3. Select the Advanced Solution Settings tab in the Related Links section of the form.
4. Select New to open the Advanced Solution Setting (ml_advanced_solution_settings) form.
5. In the Solution Parameters field, search for Remove others label, then select Submit to save your update.

   

Ergebnisse

The setting appears as a row on the Advanced Solution Setting tab on your solution's form.

Nächste Maßnahme

Retrain your solution.

Zugehörige Konzepte

• Using Machine Learning APIs

Zugehörige Tasks

• Create and train a classification solution