EBOOK

Optimizing ML/AI Workflows with Essential Apache Airflow® Features

Learn best practices for using the latest Airflow features for generative AI and general machine learning use cases.

Apache Airflow is the standard for data orchestration and the backbone of any modern data-driven organization. With recent advancements in generative AI, more and more teams are tasked with quickly implementing cutting-edge ML/AI initiatives within a rapidly evolving ecosystem of tools and techniques. Luckily, Airflow is here to help you meet these demands by enabling you to create dynamic, scalable, and robust ML/AI pipelines.

This ebook covers best practices for using the latest Airflow features for generative AI and general machine learning use cases. It includes topics like:

  • Best practice implementation of dynamic task mapping in ML/AI pipelines
  • Connecting classical data engineering and ML/AI DAGs using advanced dataset scheduling
  • Key Airflow features for Day 2 ML/AI operations
  • Key Airflow integrations for ML/AI tools
  • And more!

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