augmentation, Optuna-optimized hyperparameters, and bidirectional GRU algorithms for monthly FX rate forecasting. The data … augmentation in the Prevention module significantly increases the variety of data combinations, effectively reducing overfitting … insights for implementing ML and DL models on low-frequency time series data, where artificial data augmentation can be …