Supervised Learning

Intermediate

Learning a function from input-output pairs (labeled data), optimizing performance on predicting outputs for unseen inputs.

Full Definition

Learning a function from input-output pairs (labeled data), optimizing performance on predicting outputs for unseen inputs.

Keywords

labels classification regression

Domains

Machine Learning

Related Terms

Machine Learning narrower than

A subfield of AI where models learn patterns from data to make predictions or decisions, improving with experience ra...

 Dataset related to

A structured collection of examples used to train/evaluate models; quality, bias, and coverage often dominate outcomes.

 Unsupervised Learning related to

Learning structure from unlabeled data, such as discovering groups, compressing representations, or modeling data dis...

 Semi-Supervised Learning related to

Training with a small labeled dataset plus a larger unlabeled dataset, leveraging assumptions like smoothness/cluster...

 Self-Supervised Learning related to

Learning from data by constructing “pseudo-labels” (e.g., next-token prediction, masked modeling) without manual anno...

 Online Learning related to

Learning where data arrives sequentially and the model updates continuously, often under changing distributions.

 Machine Learning related to

A subfield of AI where models learn patterns from data to make predictions or decisions, improving with experience ra...

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