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Vocabulary of natural language processing

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Concept information

... > NLP methods and tools > artificial intelligence > machine learning > machine learning model > parameter > hyperparameter > optimization

Preferred term

optimization  

Definition

  • The process of improving machine learning models by minimizing errors and maximize performance metrics to find the optimal parameters in order to obtain the desired results.

Broader concept

Synonym(s)

  • mathematical optimisation
  • optimisation

Example

  • Optimisation was done using Adam (Kingma and Ba 2017) with a learning rate of 1e-3 a weight decay parameter of 1e-4 and a batch size of 16. (Reijnaers & Pouw, 2024)

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URI

http://data.loterre.fr/ark:/67375/8LP-HPCVS9MT-C

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