AIRMS: A risk management tool using machine learning.

•Development of two AI risk management systems based on ANNs and decision trees.•Determine the most proper evaluation metric based on MRB channel trading strategy.•Application of walk-forward test to define the models for each year/currency pair.•Usage of the two developed AIRMSs to predict future trades.•Performance comparison between produced via AIRMS portfolios to the initial ones.