Machine Learning, Deep Learning, Cryptocurrency Investment, Algorithmic Trading, Neural Networks.
XGBClassifier setup and then enhanced the results by adding re-sampling methods. Our target classes, which include 0’s (neutral), 1’s (for long trades), and 2’s (for short trades), were imbalanced due to the trade execution timing. To address this imbalance, we employed re-sampling methods and