We confront a simple puzzle that nearly killed neural networks: the XOR problem. Discover why the single Perceptron failed and how the Multi-Layer Perceptron (MLP), by adding hidden layers, provided the elegant solution that allows AI to learn the complex, non-linear patterns that define our world. This episode is the crucial leap from simple lines to complex understanding.
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