What is pipeline orchestration in ML classification systems?

Updated May 15, 2026

Short answer

Pipeline orchestration coordinates data ingestion, training, validation, and deployment workflows.

Deep explanation

Orchestration tools like Airflow or Kubeflow manage dependencies between tasks such as data preprocessing, feature engineering, model training, evaluation, and deployment. This ensures reproducibility and automation in classification systems. Pipelines can be scheduled or event-triggered.

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