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Flyte School: A Practical Introduction to Machine Learning Orchestration

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Hosted By
Martin S.
Flyte School: A Practical Introduction to Machine Learning Orchestration

Details

Join us for an event that offers a practical, in-depth overview of Machine Learning orchestration using the open-source platform Flyte, one of the leading orchestration tools. This event will enhance your understanding of an orchestrator's role in building Machine Learning pipelines.

We will discuss the key features of a robust orchestrator, illustrated through practical examples from Flyte. You'll gain insights into crucial concepts such as scheduling, versioning, parameterization, and data lineage, and understand how Directed Acyclic Graphs (DAGs) can provide clear visualizations of data dependencies

Learning Objectives:

  • Understand how tasks, workflows, and launch plans can be used to manage the flow of data and models through a sequence of computations.
  • Learn how to spin up a local Flyte cluster on their workstation and run workflows for local debugging.
  • Programmatically run tasks and workflows through the CLI or Python runtime to quickly iterate on your code.
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