NCA-AIIO Question 17
Single answerA data scientist is designing a new system to classify images of medical scans for disease detection. The system uses labeled data to train a model and incorporates multiple layers of neural networks to improve accuracy. Which of the following best describes the approach being used in this scenario?
- A
Artificial Intelligence (AI)
- B
Machine Learning (ML)
- C
Deep Learning (DL)
- D
Data Analytics
Show answer and explanation
Correct answer: C
Explanation
The system in the scenario uses labeled data and multiple layers of neural networks, which are defining characteristics of deep learning (DL). While AI and ML are related concepts, deep learning is the most specific description of the approach used here.
- A. Incorrect.
Artificial Intelligence (AI) is a broader concept that includes any system designed to mimic human intelligence, but it does not specifically describe the use of neural networks or labeled data as in this scenario.
- B. Incorrect.
Machine Learning (ML) refers to the use of algorithms to learn from data, but it does not necessarily involve the use of deep neural networks, which are key to this case.
- C. Correct.
Deep Learning (DL) is a subset of machine learning that focuses on using deep neural networks with multiple layers, which is explicitly mentioned in the scenario.
- D. Incorrect.
Data Analytics involves analyzing data for insights but does not involve training models with neural networks as described here.