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. Author manuscript; available in PMC: 2021 Feb 24.
Published in final edited form as: IEEE/ACM Trans Comput Biol Bioinform. 2018 May 29;16(3):1029–1035. doi: 10.1109/TCBB.2018.2841396

Algorithm 1.

Outer-Loop Hyperparameter Optimization

1: HPO ← Hyperparameter Optimizer
2: for Iteration i ← 1…K do
3:  Hyperparams αi ← HPO.NextHyperparams()
4:  Train model on training data with hyperparams αi
5:  Make predictions for validation data with model
6:  HPO.RecordValidationError()
7: end for
8: Best model is model with lowest validation error