Learning Path
Question & Answer
Choose the Best Answer
Finding a shortcut
Avoiding traffic
Maintaining the current route
Taking scenic routes
Understanding the Answer
Let's break down why this is correct
Identity mapping lets each layer pass the data unchanged, so the network can learn without losing information. Other options are incorrect because Some think identity mapping creates shortcuts that skip layers; People may think it avoids traffic by bypassing layers.
Key Concepts
Identity Mapping in Deep Models
medium level question
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Deep Dive: Identity Mapping in Deep Models
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Definition
Identity mapping is a technique used in constructing deeper models by adding layers that maintain the identity mapping from shallower models. This approach helps alleviate optimization challenges associated with increasing network depth and can lead to improved training error rates in very deep neural networks.
Topic Definition
Identity mapping is a technique used in constructing deeper models by adding layers that maintain the identity mapping from shallower models. This approach helps alleviate optimization challenges associated with increasing network depth and can lead to improved training error rates in very deep neural networks.
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