A Machine Learning Specialist Built an Image Classification Deep Learning

question 108

Multiple Choice

A Machine Learning Specialist built an image classification deep learning model. However, the Specialist ran into an overfitting problem in which the training and testing accuracies were 99% and 75%, respectively. How should the Specialist address this issue and what is the reason behind it?

• A) The learning rate should be increased because the optimization process was trapped at a local minimum.
• B) The dropout rate at the flatten layer should be increased because the model is not generalized enough.
• C) The dimensionality of dense layer next to the flatten layer should be increased because the model is not complex enough.
• D) The epoch number should be increased because the optimization process was terminated before it reached the global minimum.

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Definitions:

Whistleblowers

Individuals who report or expose any kind of information or activity that is deemed illegal, unethical, or not correct within an organization.

Corporate Social Responsibility

A business model that helps a company be socially accountable to itself, its stakeholders, and the public. By practicing corporate social responsibility, companies can be conscious of the kind of impact they are having on all aspects of society, including economic, social, and environmental.

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Profit

The financial gain realized when the amount of revenue gained from a business activity exceeds the expenses, costs, and taxes needed to sustain the activity.