Advanced voting system combining multiple ML models for robust signal generation.
class EnsembleMLEngine:
def __init__(self):
self.rf = RandomForestClassifier(
n_estimators=50,
max_depth=8,
random_state=42
)
self.gb = GradientBoostingClassifier(
n_estimators=50,
max_depth=5,
learning_rate=0.1
)
self.nn = NumpyMLP(input_dim=20)