WHAT'S HAPPENING
1. Non-linear Data Challenge
A single linear model (like Logistic Regression) cannot separate concentric rings. Multi-layer Perceptrons (MLPs) compose non-linear activation functions (tanh, ReLU) to bend decision boundaries into arbitrary topologies.
