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Matthew Tovbin

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titleconferencedate
Making Spark ML Models Portable Know Your OptionsScale By The Bay 20182018-11-15
Compares ways to export Spark ML pipelines: use Spark runtime, DataBricks/local jars, the PFA standard, or build a custom runtime. Describes a custom library…
Talk on
Fantastic ML apps and how to build themScale By the Bay 20172017-11-16
Salesforce builds an AutoML stack called Optimus Prime that uses Scala + Spark to automate data cleaning, vectorize feature generation, automatic feature…
Talk on
Doubt Truth to be a Liar: Non Trivialityy of Type Safety for Machine LearningScala Days Copenhagen 20172017-05-30
Argues that getting compile-time type safety for feature vectors is hard and shows a concrete solution: Optimus Prime — a Scala library that layers typed…
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