hyperparameter optimization Synonym

Synonyme hyperparameter optimization

Hyperparameter tuning - hyperparameter search - hyperparameter optimisation


Hyperparameter optimization is the process of systematically searching for the best hyperparameter settings of a machine learning model to maximize its performance on a given task. Hyperparameters are configuration values that are not learned directly from data, such as learning rate, regularization strength, or the number of layers in a neural network. Optimization methods can be manual search, grid search, random search, Bayesian optimization, evolutionary algorithms, or gradient-based approaches. Proper hyperparameter optimization helps reduce overfitting, improve generalization, and achieve more reliable, accurate models without changing the underlying learning algorithm or training data.

Category: Technology


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