AWS Certified AI Practitioner AIF-C01 Practice Question
A data scientist at a real-estate company plans to build a model that predicts the sale price of a house. The training dataset already includes each property's features along with its actual sale price. According to standard machine-learning learning methods commonly used in AWS managed AI services, which category best describes this training approach?
The approach is supervised learning because the training data contains input features paired with the correct outputs (the known sale prices). The model learns to map the inputs to these labeled targets. Unsupervised learning works with data that has no target labels, reinforcement learning relies on rewards from an environment, and self-supervised learning derives labels from the data itself rather than using externally provided ground-truth values.
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AWS Certified AI Practitioner AIF-C01
Fundamentals of AI and ML
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