Which of the following statements is correct about AI and Generative AI?

Question

BlackTom AI · Accepted Answer

To understand the question, we need to evaluate what each statement says about AI and Generative AI, and compare it to standard definitions in the field.
Option 1: 'Rule-based systems where machines follow exact human instructions to perform tasks are not a type of AI.' This is misleading because rule-based systems are often considered a traditional form of artificial intelligence as they use explicit rules to emulate decision-making. However, many modern AI discussions distinguish them from learning-based AI, but they can still be categorized under AI. The statement overgeneralizes by asserting they are categorically not AI, which is not accurate in all contexts.
Option 2: 'Generative AI is a type of Machine Learning model.' This aligns with the common view in AI taxonomy: Generative AI refers to models that can generate new data instances (like text, images, or audio) and are typically built using machine learning techniques such as neural networks. Therefore, this statement is correct.
Option 3: 'Analytical AI learns statistical patterns from existing data and generates new data from the learned distribution.' While this describes a data-driven aspect, the term 'Analytical AI' is not a standard, widely recognized category in AI literature. Moreover, generative capability emphasizes creating new data, not merely analyzing or summarizing; this option mislabels or ambiguously defines a category and can be confusing or incorrect as stated.
Option 4: 'Generative AI learns statistical patterns from existing data to make predictions.' The phrase 'to make predictions' is more characteristic of predictive or discriminative modeling, not the core differentiator of generative models, which aim to produce new data samples rather than only predict. This makes the statement imprecise and misleading about the primary purpose of generative models.
In summary, Option 2 correctly identifies Generative AI as a type of Machine Learning model, while the other options contain conceptual inaccuracies or ambiguities about AI categories and the roles of generative versus predictive approaches.

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Which of the following statements is correct about AI and Generative AI?

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