You'll lead the technical direction of the Machine Learning Training Platform team, which is developing a unified solution for all the machine learning teams at Pinterest. The system will encompass not just the model learning itself, but also many practical challenges in ML systems: feature extraction/feature definition, data validation, monitoring, and management of features/models. Comparable systems include Facebook's FBLearner Flow, Google's TFX, and Uber's Michelangelo.

What you'll do:

  • Work with existing ML users across the company to understand their requirements.
  • Design and develop a framework for easily assembling data pipelines for machine learning.
  • Design and develop tools that allow large teams of modeling engineers to iterate on model quality and that help them keep their ML systems running smoothly.

What we're looking for:

  • A solid understanding of the auxiliary practical concerns in production ML systems
  • Good software design skills.
  • Expertise with big data computation frameworks (e.g. Hadoop, Cascading/Scalding, or Spark)
  • Expertise in Java and/or Python

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Confirmed 20 days ago. Posted 30+ days ago.

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