During Mini-Batch Training of a Neural Network for a Classification

question 26

Multiple Choice

During mini-batch training of a neural network for a classification problem, a Data Scientist notices that training accuracy oscillates. What is the MOST likely cause of this issue?

• A) The class distribution in the dataset is imbalanced.
• B) Dataset shuffling is disabled.
• C) The batch size is too big.
• D) The learning rate is very high.

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Definitions:

Exercise Control

The act of directing, managing, or commanding something or someone effectively.

Duty

In a negligence action, an obligation to live up to a reasonable standard.

Gratuitous Bailment

A legal relationship where personal property is voluntarily transferred from one party to another without expectation of payment or benefit.

Equity

Legal principles founded upon fairness, as developed in the Court of Chancery to relieve the harshness of the common law; also the value left in an asset after subtracting what the owner owes.