{{keywords>Hyperparameter Tuning}}

<title classes #id>
Hyperparameter Tuning
</title>

===== Recommended Reading =====

  * [[https://papers.nips.cc/paper/4443-algorithms-for-hyper-parameter-optimization.pdf|Algorithms for Hyper-Parameter Optimization]] by Bergstra et al. (NIPS, 2011)
  * [[https://www.jeremyjordan.me/hyperparameter-tuning/|Hyperparameter tuning for machine learning models]] by Jeremy Jordan
  * [[https://www.datacamp.com/community/tutorials/parameter-optimization-machine-learning-models|Hyperparameter Optimization in Machine Learning Models]] by Sayak Paul

===== Recommended Watching =====

  * [[https://www.coursera.org/lecture/competitive-data-science/hyperparameter-tuning-i-giBKx|Hyperparameter tuning I]] on Coursera.

===== Recommended Tools =====

  * [[https://github.com/hyperopt/hyperopt|Hyperopt]]
  * [[https://github.com/HIPS/Spearmint|Spearmint]]
  * [[https://github.com/EpistasisLab/tpot|TPOT]]
  * [[https://github.com/maxpumperla/hyperas|hyperas]]
  * [[https://github.com/optuna/optuna|Optuna]]