Your Team Needs to Build a Model That Predicts Whether

question 10

Multiple Choice

Your team needs to build a model that predicts whether images contain a driver's license, passport, or credit card. The data engineering team already built the pipeline and generated a dataset composed of 10,000 images with driver's licenses, 1,000 images with passports, and 1,000 images with credit cards. You now have to train a model with the following label map: ['drivers_license', 'passport', 'credit_card']. Which loss function should you use?

• A) Categorical hinge
• B) Binary cross-entropy
• C) Categorical cross-entropy
• D) Sparse categorical cross-entropy

---

Definitions:

Echopraxia

The involuntary repetition or imitation of another person's actions.

Affective Flattening

A significant reduction in the range and intensity of emotional expression, including facial expressions, voice tone, and gestures.

Alogia

A symptom of schizophrenia and other psychiatric conditions marked by poverty of speech or thought expressed in speech.

Avolition

A loss of energy, motivation, or interest in activities, including grooming, education, or physical exertion.