NCA-AIIO Question 18
Single answerA company is building a new recommendation system for their e-commerce platform. The team is tasked with determining the best approach to implement this system. They decide to use a neural network model to analyze vast amounts of user data, such as past purchases, browsing history, and user reviews, to predict future product preferences. Which concept does this approach best align with?
- A
Artificial Intelligence (AI)
- B
Machine Learning (ML)
- C
Deep Learning (DL)
- D
Data Analytics
Show answer and explanation
Correct answer: C
Explanation
The correct answer is Deep Learning (DL) because the scenario describes using a neural network to process large amounts of user data and make predictions. While AI and ML are broader concepts that encompass DL, the specific use of neural networks and their layered structure to analyze data is characteristic of deep learning. Data analytics, on the other hand, focuses on analyzing raw data without predictive modeling.
- A. Incorrect.
Artificial Intelligence (AI) is the overarching field focused on enabling computers to perform tasks typically requiring human intelligence. While this system is AI in a broad sense, its specific implementation of neural networks aligns more with deep learning.
- B. Incorrect.
Machine Learning (ML) refers to systems that learn from data without being explicitly programmed. Although deep learning is a subset of machine learning, the use of neural networks specifically points to deep learning.
- C. Correct.
Deep Learning (DL) is a subset of machine learning that uses neural networks with multiple layers to analyze large datasets. The scenario described involves using a neural network to process complex user data, which directly aligns with deep learning.
- D. Incorrect.
Data Analytics involves examining raw data for insights but does not inherently involve predictive models or neural networks. This approach does not align with the scenario described.