APM 2025 - AI

Which of the following best describes the hierarchical relationship between Artificial Intelligence, Machine Learning, and Deep Learning?

• They are completely separate and unrelated fields

  
  

• AI is a subfield of Machine Learning

• Machine Learning is a subfield of AI, with Deep Learning as a subset of Machine Learning

• Deep Learning and Machine Learning are synonymous terms

In supervised learning, what is the key distinguishing characteristic of the training data?

• The data is always collected from multiple sources

• The data points are labeled with known outcomes

• The data is always numerical

• The data requires no preprocessing

Which statement most accurately describes the relationship between deep learning and neural networks?

• Neural networks are unrelated to deep learning

• Deep learning uses artificial neural networks inspired by human brain structures

• All neural networks are identical

• Neural networks only work with image recognition