Supervised learning from labeled hiring outcomes | AIGP
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Supervised learning from labeled hiring outcomes: Which learning approach best describes the training method?

AIGP Understanding the Foundations of AI Governance Medium

The human interview and rejection decisions are labels, making this supervised learning.

The question

An employer trains a screening model on past applications paired with human interview or rejection decisions. The model will score new applicants. Which learning approach best describes the training method?

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  1. Unsupervised learning that discovers applicant groups.
    Unsupervised learning finds structure without target labels, whereas this dataset includes interview or rejection labels.
  2. Self-supervised learning from masked application fields.
    Self-supervised learning creates training targets from the input data, while this model is explicitly trained against human hiring labels.
  3. Reinforcement learning from hiring rewards.
    Reinforcement learning uses feedback linked to an agent’s actions; the scenario provides fixed labeled examples instead.
  4. Supervised learning from labeled hiring outcomes.
    Supervised learning learns from examples paired with target labels, here the human interview or rejection decisions.
The trap
Look for an explicit target label attached to each training example.

How to remember it

The human interview and rejection decisions are labels, making this supervised learning.

How many of these would you get right?

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Part of the Certsqill AIGP question bank · Understanding the Foundations of AI Governance · Every answer, right and wrong, comes with its own explanation.