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Binary classification of products passage or failure of quality control
Jupyter Notebook Python
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README.md
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README.md

Binary Classification with Apache Spark / HDFS

↖data source

The goal of the competition is to predict which parts will fail quality control

My goal is to utilize the hadoop ecosystem to handle a large dataset and establish a pipeline for machine learning

munge :

  • Aggregate columns using RDD transformations
  • Create a column that indicates which of those column aggregations are outliers.

fit_predict :

  • Model data with Spark Machine Learning package
  • Predict on test data

munge_fit_predict :

  • Run this as is to use the toy data set example
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