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01_​DecisionTree

Decision Tree

Using the adult dataset, this workflow performs binary classification (income > or < 50K) using a Decision Tree. The target is the income column, either <=50K or <50K, predicted using the other demographic attributes. After partitioning the original dataset into training set and test, the decision tree is builkt on the training set and the final performance is evaluated on the test set using the Scorer node.

Chapter 8: 01_Decision Tree

Binary classification problem (income >50K or <50K), solved using a decision tree

Decision Tree View (JavaScript)
color by sex
Color Manager
Decision Tree to Ruleset
Classificationperformance
Scorer
Perform classification
Decision Tree Predictor
80% training 20% test stratified sampling
Partitioning
Train Decision Tree
Decision Tree Learner
Read the adult dataset
CSV Reader

Nodes

Extensions

Links