Data Scientist Question:

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Tell us what is the significance of Residual Networks?

Data Scientist Interview Question
Data Scientist Interview Question

Answer:

The main thing that residual connections did was allow for direct feature access from previous layers. This makes information propagation throughout the network much easier. One very interesting paper about this shows how using local skip connections gives the network a type of ensemble multi-path structure, giving features multiple paths to propagate throughout the network.

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