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MLeap: Productionize Data Science Workflows Using Spark
1.
MLeap: Release Spark
ML Pipelines Mikhail Semeniuk and Hollin Wilkins
2.
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 :)
3.
Action Reaction
4.
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
5.
mleap-spark mleap-runtime mleap-core Bundle.ML mleap-serialization
6.
Regressions
7.
8.
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
9.
LeapFrame LeapFrame LeapFrame Categorical Feature StringIndexer
OneHotEncoder Categorical Feature Index Categorical Feature One Hot Vector StringIndexer OneHotEncoder
10.
11.
12.
Spark Estimator Spark
Model MLeap Model MLeap Spark Spark DataFrame Spark LeapFrame Spark LeapFrame MLeap Spark Spark DataFrame MLeap Transformer MLeap Spark
13.
Benchmarks MLeap: 0.011ms/transform Spark:
23.4ms/transform
14.
15.
16.
Combust.ML Overview Combust.ML
17.
Thank Yous
18.
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
Download now