·131 min read·foundation
Multi-Layer Perceptrons: How Neural Networks Bend Space to See
Why does a 3-layer network solve problems a 1000-neuron single layer cannot? Understanding forward propagation, the exponential efficiency of depth, and how simple operations compose into hierarchical reasoning.