--- title: "Transformer" url: https://docs.catalyst.zoho.com/en/quickml/help/operations-in-quickml/transformer/ description: "QuickML is a fully no-code ML pipeline builder service in the Catalyst development platform for creating machine-learning pipelines with end-to-end solutions." last_updated: 2023-10-08T05:18:45Z service: QuickML type: general --- # Transformer Transformation is a ML operation that transforms the data so that all feature data in same scale. Many normalization techniques are used for the same. 1. ### Square Transform This transforms the data into the square of the data.
Sample Input 5 10 12
Sample Output 25 100 144
2. ### Cube Transform This transforms the data into a cube of data.
Sample Input 2 4 5
Sample Output 8 64 125
3. ### Inverse Transform This transforms the data into an inverse of the data.
Sample Input 10 20 30
Sample Output 0.1 0.05 0.03333
4. ### Root Transform This transforms data into its square root.
Sample Input 25 100 64
Sample Output 5 10 8
5. ### Log Transform This transforms data into its log (data) value.
Sample Input 10 25 30
Sample Output 2.39789527 3.25809654 3.4339872