Might mean (unverified): Adjusting model settings before training.
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We found one dictionary that defines the word hyperparameterisation:

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  1. hyperparameterisation: Wiktionary

Definitions from Wiktionary (Hyperparameterisation)

noun:  Alternative form of hyperparameterization [The selection of hyperparameters.]

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