Which of the following tasks can the generative model perform?

A company uses a generative model to analyze animal images in the training dataset to record variables like different ear shapes, eye shapes, tail features, and skin patterns.

Which of the following tasks can the generative model perform?
A . The model can classify multiple species of animals such as cats, dogs, etc
B . The model can recreate new animal images that were not in the training dataset
C . The model can identify any image from the training dataset
D . The model can classify a single species of animals such as cats

View Answer

Answer: B

Explanation:

Correct option:

The model can recreate new animal images that were not in the training dataset

Generative artificial intelligence (generative AI) is a type of AI that can create new content and ideas, including conversations, stories, images, videos, and music. AI technologies attempt to mimic human intelligence in nontraditional computing tasks like image recognition, natural language processing (NLP), and translation.

Generative models can analyze animal images to record variables like different ear shapes, eye shapes, tail features, and skin patterns. They learn features and their relations to understand what different animals look like in general. They can then recreate new animal images that were not in the training set.

via – https://aws.amazon.com/what-is/generative-ai/

Incorrect options:

The model can classify a single species of animals such as cats

The model can classify multiple species of animals such as cats, dogs, etc

Traditional machine learning models were discriminative or focused on classifying data points. They attempted to determine the relationship between known and unknown factors. For example, they look at images―known data like pixel arrangement, line, color, and shape―and map them to words―the unknown factor. Only discriminative models can act as single-class classifiers or multi-class classifiers. Therefore, both these options are incorrect.

The model can identify any image from the training dataset – This option has been added as a distractor. A generative model is not an image-matching algorithm. It cannot identify an image from the training dataset.

Reference: https://aws.amazon.com/what-is/generative-ai/