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multitask regression

[/ˌmʌltiˈtæsk rɪˈɡrɛʃən/]
nounpl: multitask regressions
regressão multitarefa
1. A machine learning approach that simultaneously predicts multiple related continuous output variables by sharing learned representations across tasks
The multitask regression model improved prediction accuracy by leveraging correlations between the different target variables.
O modelo de regressão multitarefa melhorou a precisão das previsões ao explorar as correlações entre as diferentes variáveis alvo.
2. A technique in deep learning where a single neural network learns to perform multiple regression tasks concurrently, sharing layers and features
Using multitask regression, we trained one network to predict both house prices and property values simultaneously.
Usando regressão multitarefa, treinamos uma única rede para prever simultaneamente preços de casas e valores de propriedades.
Synonyms
multi-task regressionjoint regressionshared representation regressionmultitask learning regression
Antonyms
single-task regressionindependent regressionsingle-target regression

Regional Variations

General Brazilian
regressão multitarefa
Standard technical term used in machine learning contexts
Portugal
regressão multitarefa
Same terminology used in Portuguese technical literature
Technical/Academic
aprendizado multitarefa com regressão
Alternative phrasing emphasizing the learning aspect

Related Idioms & Phrases

transfer learning through shared representations
multi-objective optimization
feature sharing across tasks
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