Machine learning is revolutionizing data analysis at the Large Hadron Collider (LHC).Machine learning enables real-time decision-making, pattern recognition, and predictive modeling.ML is used for particle identification, noise reduction, anomaly detection, simulation acceleration, and detector maintenance.Machine learning improves efficiency, reduces human bias, and accelerates discovery at the LHC.