Building Machine Learning Systems with Decision Tree and Ensemble Models

In this chapter, we will cover:

  • Getting and preparing real-world medical data for exploring Decision Trees and Ensemble models in Spark 2.0
  • Building a classification system with Decision Trees in Spark 2.0
  • Solving regression problems with Decision Trees in Spark 2.0
  • Building a classification system with Random Forest Trees in Spark 2.0
  • Solving regression problems with Random Forest Trees in Spark 2.0
  • Building a classification system with Gradient Boosted Trees (GBT) in Spark 2.0
  • Solving regression problems with Gradient Boosted Trees (GBT) in Spark 2.0
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