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A Theory of Deep Learning

Elon Litman Borges wrote a story about a man named Funes who, after a horseback accident, acquires the ability to perceive and remember everything. Every leaf on every tree. Every ripple on every stream at every moment. He is the perfect empiricist. Infinite data, infinite recall, infinite resolution. And he cannot think. Because thinking, as Borges understood, requires forgetting. Funes could reconstruct entire days from memory but could not understand why the dog at 3:14, seen from the side, s...

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