Model A is supervised: Which classification follows | AIGP
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Model A is supervised: Which classification follows from these training methods?

AIGP Understanding the Foundations of AI Governance Medium

Labeled target outcomes indicate supervised learning; unlabeled structure discovery indicates unsupervised learning.

The question

A school district evaluates two models for identifying students who may need tutoring. Model A learns from historical records labeled “needed tutoring” and “did not need tutoring.” Model B receives unlabeled attendance and coursework data and groups students by similarity. Which classification follows from these training methods?

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  1. Model A clusters students; Model B predicts tutoring need
    The methods are reversed: Model A learns a labeled prediction, while Model B groups unlabeled observations by similarity.
  2. Model A uses reinforcement learning; Model B is supervised
    No reward feedback is described for Model A, and Model B does not learn from labeled targets, so neither classification fits.
  3. Model A is supervised; Model B is unsupervised ✓
    Model A learns from labeled target outcomes, while Model B discovers structure in data without target labels.
  4. Both models are supervised learning systems
    The presence of student records does not make learning supervised; Model B has no labeled target outcome in the described training.
The trap
Look first for target labels, structure discovery, or reward feedback; classify the method from that evidence.

How to remember it

Labeled target outcomes indicate supervised learning; unlabeled structure discovery indicates unsupervised learning.

How many of these would you get right?

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