non-random batching

[nɑn-ˈræn.dəm ˈbætʃ.ɪŋ]
nounpl: non-random batchings
agrupamento não-aleatório
1. A process in machine learning or data processing where data samples are grouped into batches using a deliberate, non-random selection method rather than random sampling, often based on specific criteria such as data characteristics, order, or predefined categories
The researcher implemented non-random batching to ensure that similar images were grouped together for training the neural network.
O pesquisador implementou agrupamento não-aleatório para garantir que imagens semelhantes fossem agrupadas juntas no treinamento da rede neural.
2. In manufacturing or logistics, the practice of grouping items into batches according to predetermined rules or sequential order rather than random selection
Non-random batching in the warehouse improved efficiency by organizing products by destination before shipping.
O agrupamento não-aleatório no armazém melhorou a eficiência ao organizar produtos por destino antes do envio.
This is primarily a technical term used in machine learning, data science, and software engineering communities. It is more commonly encountered in academic papers and technical documentation than in everyday conversation. In Brazil, the English term 'batching' is often retained in technical discourse, while 'agrupamento' is the more formal Portuguese equivalent. The distinction between random and non-random batching is important in machine learning research, as it can significantly affect model training outcomes and computational efficiency.
Synonyms / Sinônimos
deterministic batchingsystematic batchingstructured batchingsequential batchingordered batching
Antonyms / Antônimos
random batchingstochastic batchingshuffled batching

Regional Variations

General Brazilian
agrupamento não-aleatório
Standard term used in technical and academic contexts
Brazil - Technical
batching não-randômico
Direct anglicism sometimes used in software and ML communities
Portugal
agrupamento não-aleatório
Same as Brazilian Portuguese, preferred in academic settings
Portugal - Technical
batching determinístico
Alternative emphasizing deterministic nature

Related Words

batch processingbatch normalizationsampling strategydata stratificationmini-batchstratified sampling

Related Idioms & Phrases

batch by category
ordered batch processing
systematic grouping
Look up more words on Fala2Me
The free English-Portuguese dictionary with real Brazilian accents, NYC slang, conjugator and more
Open Fala2Me →