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multi-task regression

[/ˌmʌlti tæsk rɪˈɡreʃən/]
nounpl: multi-task regressions
regressão multi-tarefa
1. A machine learning approach that simultaneously learns multiple related regression tasks, sharing representations and knowledge across tasks to improve generalization and performance
Multi-task regression can predict both house prices and construction costs from the same set of features.
A regressão multi-tarefa pode prever tanto preços de casas quanto custos de construção a partir do mesmo conjunto de características.
2. A technique where a single model is trained to output predictions for multiple continuous-valued target variables at once
The network uses multi-task regression to estimate temperature, humidity, and pressure simultaneously.
A rede usa regressão multi-tarefa para estimar temperatura, umidade e pressão simultaneamente.
Synonyms
multitask learningmultiple output regressionjoint regression
Antonyms
single-task regressionsingle-output regression

Regional Variations

General Brazilian
regressão multi-tarefa
standard technical term used in machine learning contexts
Portugal
regressão multi-tarefa
same standard term used in European Portuguese academic and technical settings

Related Idioms & Phrases

learning across tasks
shared representation learning
knowledge transfer in regression
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