Scenario

You are reviewing a Random Forest model that was built for a standard classification task. The team wants a clear explanation of how bias and variance show up in this model and why the ensemble behaves differently from a single decision tree.

Question

Explain the bias-variance tradeoff and how it applies to a Random Forest model.