Zipline is Airbnb’s data management platform specifically designed for ML use cases. Previously, ML practitioners at Airbnb spent roughly 60% of their time collecting and writing transformations for machine learning tasks. Zipline reduces this task from months to about a day. It allows users to define features in a easy-to-use configuration language, then provides access to the following features:
Varant Zanoyan covers Zipline’s architecture and dives into how it solves ML-specific problems. Despite being widespread, there are no open source solutions to these kinds of problems. As a result, Airbnb intends to open-source Zipline in the near future.
Varant Zanoyan is a software engineer on the ML Infrastructure team at Airbnb, where he works on tools and frameworks for building and productionizing ML models. Previously, he solved data infrastructure problems at Palantir Technologies.
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