Elle O’Brien: Adapting continuous integration to machine learning (ENG)
Data Fest Online 2020
ML REPA Track
Elle O’Brien is a data scientist at Iterative, Inc. (the team behind DVC). Elle is one of the co-creators of the Continuous Machine Learning open source project. She holds a PhD from the University of Washington, where she conducted research in computational neuroscience and speech perception.
Continuous integration is a key practice from DevOps that has been demonstrated to speed up development cycles, but hasn’t yet found widespread adoption in data science and machine learning projects. Yet continuous integration has many potential applications to machine learning, particularly in model training and testing in production-like environments.
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