Visualizing paths with decision trees

Advanced Probability: Uncertainty in Data

Maarten Van den Broeck

Senior Content Developer at DataCamp

What is a decision tree?

Decision tree simple example

Advanced Probability: Uncertainty in Data

Building blocks of a decision tree

The root node of a decision tree

Advanced Probability: Uncertainty in Data

Building blocks of a decision tree

Branches and decision nodes

Advanced Probability: Uncertainty in Data

Building blocks of a decision tree

Leaf nodes

Advanced Probability: Uncertainty in Data

Building blocks of a decision tree

Sub-tree example

Advanced Probability: Uncertainty in Data

How decision trees work

  • Calculate based on data patterns
  • Make splits using:
    • Statistical measures
    • IF-THEN logic
    • Probabilities
  • Combine decision trees into random forests for more predictive power

Splitting trees

Advanced Probability: Uncertainty in Data

Example: choosing the right marketing strategy

 

Decision tree outcomes

Advanced Probability: Uncertainty in Data

Example: choosing the right marketing strategy

Decision tree factors

Advanced Probability: Uncertainty in Data

Example: choosing the right marketing strategy

Full decision tree

Advanced Probability: Uncertainty in Data

Example: choosing the right marketing strategy

Decision tree example

Advanced Probability: Uncertainty in Data

Let's practice!

Advanced Probability: Uncertainty in Data

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