High Per Parameter

Code accompanying the paper: M. Sipper, "High Per Parameter: A Large-Scale Study of Hyperparameter Tuning for Machine Learning Algorithms", Algorithms 2022, 15, 315.

• main.py: main module (Algorithm 1 in the paper)
• datasets.py: handle datasets used
• tune.py: hyperparameter tuning with Optuna
• score.py: compute metrics
• hp.py: define hyperparamter ranges/sets per algorithm
• stats.py: compute stats and hp_score

Citation

Citations are always appreciated 😊:

@Article{Sipper2022Hyper,
AUTHOR = {Sipper, Moshe},
TITLE = {High Per Parameter: A Large-Scale Study of Hyperparameter Tuning for Machine Learning Algorithms},
JOURNAL = {Algorithms},
VOLUME = {15},
YEAR = {2022},
NUMBER = {9},
ARTICLE-NUMBER = {315},
}