AWS Certified AI Practitioner (AIF-C01) — Question 242

A company wants to classify images of different objects based on custom features extracted from a dataset.

Which solution will meet this requirement with the LEAST development effort?

Answer options

• A. Use traditional ML algorithms with custom features extracted from the dataset.
• B. Use a pre-trained deep learning model. Fine-tune the model on the dataset.
• C. Use a generative adversarial network (GAN) model to classify the images.
• D. Use a support vector machine (SVM) with manually engineered features for classification.

Correct answer: B

Explanation

Option B is correct because using a pre-trained deep learning model allows for leveraging existing knowledge and requires minimal adjustments, making it efficient. Options A and D involve more extensive feature engineering and development effort, while option C focuses on GANs, which are typically used for generation rather than classification, complicating the task.