non-deep neural network

[/nɑːn-dip ˈnjʊrəl ˈnɛtˌwɜːrk/]
nounpl: non-deep neural networks
rede neural rasa
1. A neural network with a limited number of hidden layers (typically one or two), used for simpler machine learning tasks as opposed to deep learning models
A non-deep neural network can be effective for linear classification problems that don't require multiple levels of abstraction.
Uma rede neural rasa pode ser eficaz para problemas de classificação linear que não exigem múltiplos níveis de abstração.
2. A machine learning model with shallow architecture, usually containing only input, one or two hidden layers, and output layers
The researchers chose a non-deep neural network to maintain computational efficiency on the embedded device.
Os pesquisadores escolheram uma rede neural rasa para manter a eficiência computacional no dispositivo embarcado.
This is primarily technical terminology used in artificial intelligence and machine learning communities worldwide. In Brazil, the term 'rede neural rasa' has gained prominence with the expansion of AI education and research institutions. The distinction between non-deep and deep neural networks became more culturally significant after the deep learning revolution of the 2010s, making this term important for differentiating older machine learning approaches from modern deep learning methods.
Synonyms / Sinônimos
shallow neural networkshallow learning modeltraditional neural networksingle-hidden-layer network
Antonyms / Antônimos
deep neural networkdeep learning modelconvolutional neural networkrecurrent neural network

Regional Variations

General Brazilian
rede neural rasa
Standard technical term used in Brazilian computer science and AI contexts
Portugal
rede neuronal superficial
Portuguese uses 'neuronal' instead of 'neural' and 'superficial' instead of 'rasa'
USA Technical
non-deep neural network
Commonly used in academic and industry publications in the United States
International Scientific
shallow network / rede neural superficial
Alternative terminology used in international research communities

Related Words

hidden layerneural architecturemachine learningartificial intelligencebackpropagationactivation function

Related Idioms & Phrases

keeping it shallow
lightweight machine learning
Look up more words on Fala2Me
The free English-Portuguese dictionary with real Brazilian accents, NYC slang, conjugator and more
Open Fala2Me →