deterministic batching
[/ˌdɛtərˈmɪnɪstɪk ˈbætʃɪŋ/]
noun
processamento em lotes determinístico
1. A computational technique where data items are processed in fixed, predictable groups (batches) in a consistent order, ensuring reproducible results regardless of when the process is executed
Deterministic batching ensures that the machine learning model produces identical predictions when trained on the same data multiple times.
O processamento em lotes determinístico garante que o modelo de aprendizado de máquina produza predições idênticas quando treinado nos mesmos dados várias vezes.
2. In distributed computing and data processing, a method of grouping transactions or records into fixed-size batches with guaranteed ordering and consistency
The database uses deterministic batching to maintain ACID compliance across multiple servers.
O banco de dados utiliza processamento em lotes determinístico para manter conformidade ACID em múltiplos servidores.
This term is primarily used in technical and academic contexts within software engineering, machine learning, and database management. It is culturally neutral and used identically across both Brazil and the United States in professional and research environments. The concept is fundamental to ensuring reliability and reproducibility in modern computing systems.
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