Google Cloud Professional Machine Learning Engineer — Question 289

You work for an ecommerce company that wants to automatically classify products in images to improve user experience. You have a substantial dataset of labeled images depicting various unique products. You need to implement a solution for identifying custom products that is scalable, effective, and can be rapidly deployed. What should you do?

Answer options

• A. Develop a rule-based system to categorize the images.
• B. Use a TensorFlow deep learning model that is trained on the image dataset.
• C. Use a pre-trained object detection model from Model Garden.
• D. Use AutoML Vision to train a model using the image dataset.

Correct answer: D

Explanation

The correct answer is D because AutoML Vision allows for quick training of models with minimal manual intervention, making it suitable for rapid deployment. While the other options may provide some level of classification, they either lack scalability (A), require extensive customization (B), or may not be as efficient as using AutoML (C).