tuningsuch
tuningsuch is a term used in technical and engineering contexts to refer to the process of searching for the optimal tuning parameters of a system or model. The word is a German compound of tunen (to tune) and suchen (to search). In practice, tuningsuch describes methods and workflows for identifying parameter sets that meet predefined performance criteria while satisfying constraints.
Overview: The goal of tuningsuch is to automate the selection of settings, balancing trade-offs such as speed,
Methods: Approaches include grid search, random search, Bayesian optimization, evolutionary strategies, and model-based or surrogate-assisted tuning.
Workflow: Define objectives and constraints, select parameter bounds and priors, choose a search strategy, run experiments
Applications and scope: Used to improve performance and efficiency across domains such as software systems, industrial
Limitations: Effectiveness depends on a well-defined objective and representative evaluation; risk of overfitting to past data;
See also: hyperparameter optimization, Bayesian optimization, automatic configuration, parameter tuning, optimization.