A Company Uses Camera Images of the Tops of Items

question 109

Multiple Choice

A company uses camera images of the tops of items displayed on store shelves to determine which items were removed and which ones still remain. After several hours of data labeling, the company has a total of 1,000 hand-labeled images covering 10 distinct items. The training results were poor. Which machine learning approach fulfills the company's long-term needs?

• A) Convert the images to grayscale and retrain the model
• B) Reduce the number of distinct items from 10 to 2, build the model, and iterate
• C) Attach different colored labels to each item, take the images again, and build the model
• D) Augment training data for each item using image variants like inversions and translations, build the model, and iterate.

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Definitions:

Organization

A group of people who work together in an organized manner to achieve common goals and objectives.

Functional Structures

An organizational framework where departments are formed based on the functions they perform within the company, such as marketing, finance, or production.

Mechanistic

Describing an organization or approach that is highly structured and focuses on efficiency and predictability, often at the expense of flexibility.

Tall

Having a greater than average height.