model-based learning
[ˈmɒd.əl beɪst ˈlɜːr.nɪŋ]
noun
aprendizagem baseada em modelos
1. A learning approach in which students learn by constructing, testing, and refining mental or computational models of systems or phenomena
Model-based learning allows students to understand complex biological systems by building digital simulations.
A aprendizagem baseada em modelos permite que os alunos entendam sistemas biológicos complexos construindo simulações digitais.
2. In cognitive science and AI, a learning mechanism where an agent builds an internal representation of the environment to predict outcomes and plan actions
The robot uses model-based learning to navigate unfamiliar environments by creating a mental map.
O robô usa aprendizagem baseada em modelos para navegar em ambientes desconhecidos criando um mapa mental.
3. An educational strategy emphasizing conceptual understanding through the creation and manipulation of explicit models
Model-based learning in physics classes helps students grasp abstract concepts through visualization.
A aprendizagem baseada em modelos nas aulas de física ajuda os alunos a compreender conceitos abstratos através da visualização.
Model-based learning is increasingly emphasized in STEM education in both Brazil and the USA as a way to develop deeper conceptual understanding and critical thinking. In Brazilian education, it aligns with constructivist pedagogies and is promoted in modern curricula focusing on active learning. The term is widely used in academic research, cognitive science, and artificial intelligence communities across both countries.
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