Which of the following statements is correct?

Question

BlackTom AI · Accepted Answer

Question context: We are evaluating statements about AI, ML, DL, and Generative AI. Each option is assessed for accuracy based on standard definitions in the field.
Option 1: 'AI refers to a domain where machines can fully replace human intelligence.' This is an overstated and inaccurate claim. AI as a field investigates building systems that can perform tasks requiring intelligence, but it does not imply that machines can fully replicate or replace all human cognitive capabilities in every context. Hence this statement is misleading.
Option 2: 'Machine Learning is a subset of AI where machines learn patterns from data.' This aligns with the conventional definition: AI encompasses broader goals and methods, while ML specifically refers to systems improving from data without being explicitly programmed for every task. The core idea — learning patterns from data — is accurately captured here, making this statement true.
Option 3: 'Deep Learning is a subset of AI where machines do not learn but follow exact instructions.' This is incorrect because deep learning is a branch of ML that relies on neural networks which learn from data; the phrase 'do not learn' contradicts the fundamental nature of DL, which is data-driven learning.
Option 4: 'Generative AI is a combination of Machine Learning and Deep Learning.' This statement is imprecise. Generative AI typically refers to models that generate new content (text, images, etc.) and often relies on ML/DL techniques, but calling it merely a 'combination' oversimplifies the relationship and omits nuance about how generative models are trained (e.g., GANs, autoregressive models, diffusion models). It can mislead about the nature of Generative AI and its dependencies.
Overall, option 2 accurately captures the standard relationship among the terms, while the other statements contain conceptual inaccuracies or oversimplifications that misrepresent AI, ML, DL, or Generative AI.

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Which of the following statements is correct?

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