AWS Certified AI Practitioner AIF-C01 Practice Question
A team claims it built a deep learning system that does not involve machine learning. Which statement best clarifies the relationship between artificial intelligence, machine learning, and deep learning?
Machine learning is a specialized branch of deep learning; therefore deep learning can exist without machine learning.
Artificial intelligence and deep learning are synonymous terms, while machine learning refers only to data labeling.
Deep learning systems rely solely on hand-crafted rules, distinguishing them from machine learning models.
Deep learning is a subset of machine learning, which itself is a subset of artificial intelligence.
Deep learning is a collection of algorithms that use multi-layer neural networks to learn from data. Because these algorithms learn patterns automatically, they belong to the broader field of machine learning, which in turn is a subset of artificial intelligence. Therefore any deep learning model is, by definition, also a machine learning model. The other statements invert or confuse this hierarchy or describe rule-based systems, which are not deep learning.
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AWS Certified AI Practitioner AIF-C01
Fundamentals of AI and ML
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