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Question & Answer
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By allowing gradients to flow through layers without vanishing
By increasing the number of parameters excessively
By simplifying the architecture of the network
By reducing the input data dimensionality
Understanding the Answer
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Residual connections add a shortcut that lets the signal skip over layers. Other options are incorrect because Some think adding residuals means adding many new weights; A common misconception is that residuals simplify the whole network.
Key Concepts
Degradation Problem in Deep Networks
medium level question
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Deep Dive: Degradation Problem in Deep Networks
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Definition
The degradation problem in deep networks refers to the phenomenon where increasing network depth leads to saturation and rapid degradation in accuracy, despite not being caused by overfitting. This challenge highlights the complexities of optimizing deep models and the need for innovative approaches to prevent performance degradation.
Topic Definition
The degradation problem in deep networks refers to the phenomenon where increasing network depth leads to saturation and rapid degradation in accuracy, despite not being caused by overfitting. This challenge highlights the complexities of optimizing deep models and the need for innovative approaches to prevent performance degradation.
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