RS Glossary
Supervised Learning
Supervised training is a method where a model learns from examples that already include the correct answer or label.
- Review state
- Reviewed in POC
- Freshness
- Current
- Version
- 2
- Supervised Learning
- Supervised Training
Remember it this wayLearn from inputs paired with answers.
In plain language
Supervised learning trains a model from examples paired with the target answer or label. The model learns a mapping it can apply to new inputs.
Why it matters
The method makes the target explicit, which supports direct evaluation. Its quality still depends on label meaning, coverage, consistency, and whether future data resembles the training examples.
Example
A classifier trains on email messages labeled “phishing” or “legitimate,” then predicts a label for new messages.
Common misconception
Supervised learning does not mean a person watches every training step. The supervision is carried by the labeled examples and chosen objective.
Related terms
Sources
- Google for Developers, “Machine Learning Glossary”provides established boundaries for core machine-learning vocabulary.
Learn more
- Compare [[training|Training]], [[ml-target|ML Target]], [[dataset|Dataset]], and [[unsupervised-learning|Unsupervised Learning]] to place Supervised Learning in the surrounding system.
- Follow the cited source material above for the method, standard, or research context behind this draft.
Public history
23 recorded events · 23 public summaries
A potential shared concept was discussed and selected for initial glossary drafting.
The captured candidate received a complete initial draft and entered section-level human review.
Radar reviewed the initial definition draft for human consideration.
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Definition review recorded as approve.
Plain-Language Explanation review recorded as approve.
Why It Matters review recorded as approve.
Example review recorded as approve.
Common Misconception review recorded as approve.
Remember It This Way review recorded as approve.
Related Terms review recorded as approve.
Sources review recorded as approve.
Learn More review recorded as approve.
Sources review recorded as replace.
Radar verified the learner-facing sources after personal origin provenance was removed.
All nine current wording approvals were reconciled to Approved term status.
Source: vault/Glossary/terms/supervised-learning/term.md · sha256:2ee49b69327d9bbf8ee3444c759d9ae80f76281853edf3c254baddd647c062e8 · Release: rs-glossary-glossary-team-poc-0.5.5-2026-09-02