To facilitate the convergence of training a deep neural network, it is necessary to normalize the output or input of each layer of a neural network. Read the paper https://arxiv.org/abs/1803.08494 and answer the questions: (1) Batch Normalization will be highly unstable if batch_size is very small. Why? (2) Why is Layer Normalization independent of batch_size?
To facilitate the convergence of training a deep neural network, it is necessary to normalize the output or input of each layer of a neural network. Read the paper https://arxiv.org/abs/1803.08494 and answer the questions: (1) Batch Normalization will be highly unstable if batch_size is very small. Why? (2) Why is Layer Normalization independent of batch_size?
Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
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To facilitate the convergence of training a deep neural network, it is necessary to normalize the output or input of each layer of a neural network. Read the paper https://arxiv.org/abs/1803.08494
and answer the questions:
(1) Batch Normalization will be highly unstable if batch_size is very small. Why?
(2) Why is Layer Normalization independent of batch_size?
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