shallow neural network

[ˈʃæloʊ ˈnjʊrəl ˈnɛtˌwɜrk]
nounpl: shallow neural networks
rede neural rasa
1. A neural network with few hidden layers (typically one or two) between the input and output layers, used for simpler machine learning tasks
A shallow neural network can be sufficient for linearly separable classification problems.
Uma rede neural rasa pode ser suficiente para problemas de classificação linearmente separáveis.
2. A type of artificial neural network architecture with limited depth, as opposed to deep neural networks with many layers
Shallow neural networks are computationally less expensive than deep learning models.
Redes neurais rasas são computacionalmente menos custosas do que modelos de aprendizado profundo.
This is a technical term primarily used in artificial intelligence, machine learning, and computer science fields. In Brazil, the term 'rede neural rasa' is standard in academic publications and tech industry. The distinction between shallow and deep networks has become increasingly important since the rise of deep learning in the 2010s. Both Brazilian and Portuguese technical communities use this terminology consistently, though Portugal may occasionally prefer 'superficial' as a variant.
Synonyms / Sinônimos
single hidden layer networktwo-layer neural networktraditional neural networknon-deep neural network
Antonyms / Antônimos
deep neural networkdeep learning networkconvolutional neural network (in context of depth)

Regional Variations

General Brazilian
rede neural rasa
Standard technical term used in academic and professional settings
Portugal
rede neural superficial
Alternative translation also used in European Portuguese technical contexts
Technical Communities (Brazil/Portugal)
rede neural rasa / rede neural superficial
Both terms are acceptable; 'rasa' is more commonly used

Related Words

deep neural networkhidden layermachine learningartificial intelligenceneural architecturenetwork depth

Related Idioms & Phrases

going shallow vs. going deep (in machine learning context)
shallow learning approach
Look up more words on Fala2Me
The free English-Portuguese dictionary with real Brazilian accents, NYC slang, conjugator and more
Open Fala2Me →