SCIENCE UNDER AUTOMATION
AI in Machine learning: inherited autonomy and field demands
Develop models and evaluate their generalization.
Autonomy
Up to 5.5 / 10
Inherited from Computer science. This is the parent’s upper-bound scenario, not a separate assessment of machine learning.
The value follows its parent automatically until this field receives its own assessment.
Parent assessment
Implement and test a defined software task
- Interpret a supplied specification
- Modify code and execute tests
- Check functional correctness beyond visible tests
Develop and validate a new computational research result
- Generate and implement a research idea
- Run and analyse computational experiments
- Establish validity through independent scrutiny