The financial sector faces a growing threat from fraud, leading institutions to adopt machine learning for enhanced detection. By offering real-time analysis, pattern recognition, and adaptability, ML significantly reduces fraud losses, lowers false positives, and improves customer trust, ultimately fostering a more secure banking environment.