mechanical learning

[məˈkænɪkəl ˈlɜːrnɪŋ]
noun
aprendizagem mecânica
1. Learning through repetition and memorization without understanding the underlying meaning or principles
The student relied on mechanical learning to memorize the periodic table for the exam.
O aluno recorreu à aprendizagem mecânica para memorizar a tabela periódica para o exame.
2. Rote learning; acquiring knowledge by repeated practice rather than through comprehension
Mechanical learning is often criticized in modern education as it does not promote critical thinking.
A aprendizagem mecânica é frequentemente criticada na educação moderna, pois não promove o pensamento crítico.
3. In machine learning context: learning algorithms that identify patterns through automated computational processes
The mechanical learning system analyzed thousands of data points to predict customer behavior.
O sistema de aprendizagem mecânica analisou milhares de pontos de dados para prever o comportamento do cliente.
In Brazil, the term 'decoreba' is colloquially used among students to criticize mechanical learning, reflecting a cultural shift toward more progressive educational methods. In the USA, 'mechanical learning' is often contrasted with 'conceptual understanding' in educational reform discussions. In Portugal, the formal education system has increasingly emphasized meaningful learning over mechanical repetition, similar to international trends.
NYC Slang
brain dump learning / cramming
Synonyms / Sinônimos
rote learningmemorizationmechanical memorizationlearning by repetitionmimetic learning
Antonyms / Antônimos
meaningful learningdeep learningconceptual learningunderstandingcomprehension-based learning

Regional Variations

General Brazilian
aprendizagem mecânica
Standard term used in educational contexts
São Paulo
aprendizagem mecânica / aprendizado de cor
Colloquial alternative 'aprendizado de cor' (learning by heart) is common
Rio de Janeiro
aprendizagem mecânica / decoreba
Informal term 'decoreba' is widely used in student vernacular
Portugal
aprendizagem mecânica / aprendizagem por memorização
More formal alternative phrasing preferred in Portuguese educational system

Related Words

memorizationrepetitionrotedrillcognitive learningmachine learningpedagogical methods

Related Idioms & Phrases

learning by rote
learning by heart
memorizing by repetition
going through the motions
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