pooling operation
[/ˈpuːlɪŋ ˌɒpəˈreɪʃən/]
nounpl: pooling operations
operação de agrupamento
1. A computational technique in neural networks and image processing where values from a region are combined into a single representative value, typically by taking the maximum or average
Max pooling is a common pooling operation used to reduce the spatial dimensions of feature maps in convolutional neural networks.
O pooling máximo é uma operação de agrupamento comum usada para reduzir as dimensões espaciais dos mapas de características em redes neurais convolucionais.
2. In finance, the process of combining resources or assets from multiple sources into a common pool for joint benefit or management
The pooling operation allowed investors to share risks and costs in the infrastructure project.
A operação de agrupamento permitiu que os investidores compartilhassem riscos e custos no projeto de infraestrutura.
3. In computing and data processing, the aggregation or combination of data from multiple sources into a unified dataset
The pooling operation consolidated data from various databases for comprehensive analysis.
A operação de agrupamento consolidou dados de vários bancos de dados para análise abrangente.
This is primarily a technical and financial term widely used in Brazilian tech companies and academic institutions. In Brazil, the English term 'pooling' is increasingly common in fintech and AI sectors, sometimes used interchangeably with the Portuguese translation. Understanding both the English and Portuguese versions is essential in professional contexts, particularly in software development, machine learning research, and financial services.
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