1. Can ML pipelines built in this course handle real-time data?

  • Pipelines can be adapted to process streaming data with frameworks like Apache Kafka or Spark Streaming.
  • Real-time logging and monitoring can track model performance continuously.
  • DAG-based orchestration supports incremental data processing.
  • Alerts and automated retraining can be triggered by data anomalies.
  • Enables production-ready systems for finance, IoT, or online analytics applications.

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