An Insurance Company Is Developing a New Device for Vehicles

question 39

Multiple Choice

An insurance company is developing a new device for vehicles that uses a camera to observe drivers' behavior and alert them when they appear distracted. The company created approximately 10,000 training images in a controlled environment that a Machine Learning Specialist will use to train and evaluate machine learning models. During the model evaluation, the Specialist notices that the training error rate diminishes faster as the number of epochs increases and the model is not accurately inferring on the unseen test images. Which of the following should be used to resolve this issue? (Choose two.)

• A) Add vanishing gradient to the model.
• B) Perform data augmentation on the training data.
• C) Make the neural network architecture complex.
• D) Use gradient checking in the model.
• E) Add L2 regularization to the model.

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Definitions:

Decentralized Organization

An organization where decision-making is distributed or delegated away from a central, authoritative location or group.

Leadership And Strategy Council

A dynamic group or forum within an organization dedicated to strategic decision-making and leadership development.

Circle Organization

A form of organizational structure characterized by shared leadership and decision-making processes distributed across circular hierarchies or teams, rather than traditional top-down management.

Personality-Organization Constellations

Refers to the alignment or fit between an individual's personality traits and the culture or characteristics of an organization, affecting job satisfaction and performance.