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Learning from Data · A Network That Learns
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A Network That Learns
01
A Network That Learns
02
Stacking neurons
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Quick recall
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What stacking does
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Hidden layers
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The problem of credit
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Backpropagation
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Sharing the blame
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The search problem
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Fog on a hill
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Gradient descent
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Just to be clear
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What the hidden layer learns
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What the hidden layer discovers
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Did it actually learn?
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Generalization
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Limits in the 1990s
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Reinforce your understanding
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Question: Backpropagation
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Question: What the hidden layer learns
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Question: Memorizing vs. generalizing
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Quiz: answer
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The method existed. What was missing was scale.
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