Back to all projects
Machine Learning

Height Prediction Model

Estimating person height based on genetic and demographic factors using Decision Tree Regressors.

Height Prediction Model screenshot

Project Overview

An interpretable regression model used to understand the branching logic behind physical attributes.

Technologies Used

PythonDecision TreeSeaborn

Methodology

  1. 1Data cleaning of demographic datasets.
  2. 2Recursive binary splitting for node creation.
  3. 3Pruning the tree to prevent overfitting.
  4. 4Exporting the tree logic for rule-based analysis.