A Machine Learning Specialist Is Training a Model to Identify

question 113

Multiple Choice

A Machine Learning Specialist is training a model to identify the make and model of vehicles in images. The Specialist wants to use transfer learning and an existing model trained on images of general objects. The Specialist collated a large custom dataset of pictures containing different vehicle makes and models. What should the Specialist do to initialize the model to re-train it with the custom data?

• A) Initialize the model with random weights in all layers including the last fully connected layer.
• B) Initialize the model with pre-trained weights in all layers and replace the last fully connected layer.
• C) Initialize the model with random weights in all layers and replace the last fully connected layer.
• D) Initialize the model with pre-trained weights in all layers including the last fully connected layer.

---

Definitions:

Minnesota Multiphasic Personality Inventory

A comprehensive psychological assessment tool used to diagnose mental disorders and assess personality structure.

Negative Response Set

A tendency to respond to questions or situations in a consistently negative way, often influencing the outcome of psychological tests and assessments.

Non-Representative Sampling

A sampling method where the participants selected for a study do not accurately reflect the larger population being studied, leading to potential bias in results.

Double-Blind Procedure

A study or experiment design in which both the participants and the experimenters do not know who is receiving a particular treatment, to prevent bias.