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AI & Machine Learning · Foundational

AutoML

Automated machine learning: tools that automate algorithm selection, feature preprocessing and hyperparameter tuning.

Definition

AutoML systems try many pipelines and pick the best by validation score, letting non-experts build models and experts accelerate baselines. Examples include SageMaker Autopilot (in SageMaker Canvas), Vertex AI AutoML, Azure Automated ML and Databricks AutoML.

Exam tip

Pick AutoML when the scenario stresses limited ML expertise or a fast baseline.

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