Which term is the subset of AI that focuses on learning from data to improve performance?

Which term is the subset of AI that focuses on learning from data to improve performance?

• A. Machine Learning (ML)
• B. Artificial Intelligence (AI)
• C. Digital Research Skills
• D. Information Access

Answer: (A)

Machine learning is the subset of AI that focuses on learning from data to improve performance. By feeding examples to algorithms, the model identifies patterns and adjusts itself to make better predictions or decisions as it processes more data. This data-driven improvement is what sets machine learning apart from other AI approaches that rely on fixed rules rather than learning from data. For example, a spam filter learns from labeled emails to distinguish spam from legitimate messages and gets better as it encounters more data. Artificial Intelligence is the broader field that includes many techniques, some of which don’t involve learning from data, while the other options describe skills or topics not related to AI learning from data.

Machine learning is the subset of AI that focuses on learning from data to improve performance. By feeding examples to algorithms, the model identifies patterns and adjusts itself to make better predictions or decisions as it processes more data. This data-driven improvement is what sets machine learning apart from other AI approaches that rely on fixed rules rather than learning from data. For example, a spam filter learns from labeled emails to distinguish spam from legitimate messages and gets better as it encounters more data. Artificial Intelligence is the broader field that includes many techniques, some of which don’t involve learning from data, while the other options describe skills or topics not related to AI learning from data.