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MLeap: Productionize Data Science Workflows Using Spark

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Jen Aman

Spark Summit 2016 talk by Hollin Wilkins (TrueCar) and Mikhail Semeniuk (Shift)

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MLeap: Release Spark ML Pipelines Mikhail Semeniuk and Hollin Wilkins
Opening Demo http://spark-summit.combust.ml How much should I rent my house for on AirBnb? Yes, open your cell phone and go here :)
Action Reaction
Hard-Coded Models (SQL, Java, Ruby) PMML Emerging Solutions (yHat, DataRobot) Enterprise Solutions (Microsoft, IBM, SAS) MLeap Quick to Implement Open Sourced Committed to Spark/Hadoop API Server Infrastructure
mleap-spark mleap-runtime mleap-core Bundle.ML mleap-serialization
Regressions
VectorAssembler Continuous Feature Vector StandardScaler StringIndexer StringIndexer StringIndexer OneHotEncoder OneHotEncoder VectorAssembler LinearRegression Categorical Feature Categorical Feature Index Categorical Feature One Hot Vector Categorical Feature Vector VectorAssembler Scaled Continuous Feature Vector Final Feature Vector Continuous Feature Legend Final Feature Vector Prediction Regression Pipeline OneHotEncoder
LeapFrame LeapFrame LeapFrame Categorical Feature StringIndexer OneHotEncoder Categorical Feature Index Categorical Feature One Hot Vector StringIndexer OneHotEncoder
Spark Estimator Spark Model MLeap Model MLeap Spark Spark DataFrame Spark LeapFrame Spark LeapFrame MLeap Spark Spark DataFrame MLeap Transformer MLeap Spark
Benchmarks MLeap: 0.011ms/transform Spark: 23.4ms/transform
Combust.ML Overview Combust.ML
Thank Yous
THANK YOU. Hollin Wilkins email: hollinrwilkins@gmail.com github: https://github.com/hollinwilkins twitter: https://twitter.com/HollinWilkins linkedin: https://www.linkedin.com/in/hollinwilkins Mikhail Semeniuk email: seme0021@gmail.com github: https://github.com/seme0021 twitter: https://twitter.com/MikhailSemeniuk linkedin: https://www.linkedin.com/in/semeniuk

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MLeap: Productionize Data Science Workflows Using Spark