AI-900 Question 155
Select 3A company wants to use an image classification solution to identify different types of fruits in a grocery store. Which features of image classification solutions make this possible?
- A
Ability to assign labels to images based on patterns in the data
- B
Capability to detect specific objects and their locations within an image
- C
Support for training models using labeled datasets of images
- D
Functionality to analyze and predict future trends based on historical data
- E
Option to integrate pre-trained models for common classification tasks
Show answer and explanation
Correct answers: A, C, E
Explanation
Image classification solutions are designed to analyze and label images based on patterns in the data, often using labeled datasets for training. They can also utilize pre-trained models for common tasks to accelerate deployment. However, detecting object locations or analyzing trends are outside the scope of image classification and are features of other AI techniques like object detection or predictive analytics.
- A. Correct.
Correct: Image classification solutions assign labels to images by identifying patterns and features in the dataset. This is a core capability of such solutions.
- B. Incorrect.
Incorrect: Detecting specific objects and their locations is related to object detection, not image classification. Image classification focuses on assigning a single label to an image or classifying its overall content.
- C. Correct.
Correct: Image classification solutions require labeled datasets for training to learn how to classify images accurately. This is a fundamental feature.
- D. Incorrect.
Incorrect: Predicting future trends using historical data is a feature of time-series analysis or predictive analytics, not image classification.
- E. Correct.
Correct: Many image classification solutions allow integration of pre-trained models, which can save time and resources for tasks like identifying common objects or categories.