Tool 19 · Session 2 · Images · Dataset defaults

Dataset Balance Simulator

Adjust a simplified dataset mix and watch how the simulated default shifts. The point is not that real datasets are this simple; the point is that training data composition can shape what a model treats as likely.

Big idea: data balance shapes defaults, confidence, and errors.

Simulated default

Output likelihood