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Juliet Hougland

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Production Model DeploymentGOTO Chicago 20182018-04-24
Describes concrete deployment choices: put models behind an API scoring service (stateless, scale by load balancer), write batch outputs to files for…
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Apache Spark and ML workflowsJazoon Zurich Autumn 20172017-10-26
Shows how to train churn models from a telco CSV using Spark MLlib pipelines (string indexer, one‑hot encoding, VectorAssembler) and how to export/apply models…
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Juliet Hougland, Data Scientist, ClouderaMLconf NYC 20152015-03-27
Matrix Decomposition at Scale: Matrix decomposition is an incredibly common task in machine learning, appearing everywhere including recommendation algorithms…
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