ISO/IEC 23053:2022
Machine learning system – ISO/IEC 23053:2022

ISO/IEC 23053:2022 6.2: Task

What does 6.2 require?

The clause explains that a task identifies the problem to be solved with the model, that a system can have more than one, and that a trained model is applied to the problem instead of a function written by hand. Setting up a task means setting out the problem, the format of the data and the features. It then describes the families: regression predicts a continuous value; classification assigns an instance to one or more classes, binary, multi-class or multilabel; clustering groups similar instances without a human-defined target; anomaly detection finds unusual instances; dimensionality reduction reduces the feature space; and other tasks include segmentation, translation, speech and image generation. Structured prediction is offered as a way to connect several of them.

Maintained by Gerard Blokdyk

Other controls in Machine learning system – ISO/IEC 23053:2022

Query this from an agent

The graph holds this control, the 0 it maps to, and the evidence behind each claim, over MCP and REST.