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Autoencoders

Train a network to copy its input to its output, and the task sounds trivially easy — the identity function does it perfectly. Force that copying to pass through a narrow bottleneck first, and suddenly the network has to decide what matters enough to keep. That forced compression is the entire idea behind autoencoders.