You're Training a Model to Predict Housing Prices Based on an Available

question 205

Multiple Choice

You're training a model to predict housing prices based on an available dataset with real estate properties. Your plan is to train a fully connected neural net, and you've discovered that the dataset contains latitude and longitude of the property. Real estate professionals have told you that the location of the property is highly influential on price, so you'd like to engineer a feature that incorporates this physical dependency. What should you do?

• A) Provide latitude and longitude as input vectors to your neural net.
• B) Create a numeric column from a feature cross of latitude and longitude.
• C) Create a feature cross of latitude and longitude, bucketize at the minute level and use L1 regularization during optimization.
• D) Create a feature cross of latitude and longitude, bucketize it at the minute level and use L2 regularization during optimization.

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Definitions:

Ineffective Coping

An inability to use appropriate and effective strategies to manage personal stress, leading to further psychological or health issues.

Acute Mania

A state of heightened mood, energy, and activity levels, often associated with bipolar disorder, that can significantly impair judgment and behavior.

Bipolar Disorder

A mental disorder characterized by periods of depression and periods of elevated mood or mania.