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Machine Learning Fundamentals: decision trees example

  • Decision trees play a crucial role in managing complex ML systems as orchestration logic.
  • They are used for routing data, feature selection, policy application in production pipelines.
  • Decision trees interact with MLflow, Airflow, Kubernetes, and other tools for deployment.
  • Real-world use cases include A/B testing, feature gating, policy enforcement, and more.
  • Implementation involves updating decision trees, monitoring, and optimizing performance for scalability.

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