You Are an ML Engineer at a Global Car Manufacture

question 13

Multiple Choice

You are an ML engineer at a global car manufacture. You need to build an ML model to predict car sales in different cities around the world. Which features or feature crosses should you use to train city-specific relationships between car type and number of sales?

• A) Thee individual features: binned latitude, binned longitude, and one-hot encoded car type.
• B) One feature obtained as an element-wise product between latitude, longitude, and car type.
• C) One feature obtained as an element-wise product between binned latitude, binned longitude, and one-hot encoded car type.
• D) Two feature crosses as an element-wise product: the first between binned latitude and one-hot encoded car type, and the second between binned longitude and one-hot encoded car type.

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Definitions:

Social Bias

Prejudice or unfounded judgment toward individuals or groups based on societal stereotypes.

Theory Of Mind

One’s awareness that other people base their behaviors on their own beliefs, intentions, and mental states, not on information they have no way of knowing.

Egocentrism

A cognitive trait involving the inability to distinguish between one's own perspective and someone else's perspective.

Metacognitive Knowledge

An individual's awareness and understanding of their own thought processes.