class EliteTrainer:
    def __init__(self):
        self.training_params = {
            "epochs": 500,
            "batch_size": 16,
            "learning_rate": 2e-5,
            "warmup_steps": 1000
        }
        
    def train(self, dataset):
        # Advanced training pipeline
        pass