hyperparameter optimisation Synonym

Synonyme hyperparameter optimisation

hyperparameter tuning - hyperparameter search - model tuning - parameter tuning


Hyperparameter optimisation is the process of systematically searching for the best hyperparameter settings of a machine learning model to maximise its performance on a given task. Unlike model parameters, which are learned during training, hyperparameters control the learning process itself, such as learning rate, regularisation strength, or network depth. Optimisation methods range from simple grid and random search to more advanced approaches like Bayesian optimisation, evolutionary algorithms, and gradient-based techniques. Proper hyperparameter optimisation helps prevent overfitting or underfitting, improves generalisation to unseen data, and can significantly boost accuracy, robustness, and efficiency of predictive models in practical applications.

Category: Technology


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