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Deep Learning · The perceptron
Rosenblatt's perceptron from scratch: a weighted sum, a step function, and the update rule; it learns AND but can never learn XOR.
- A perceptron is a linear classifier: weighted sum, then a hard threshold.
- No single line separates XOR, which is why we need hidden layers.