Machine learning models are algorithmic systems that automatically learn patterns from data to make predictions, classifications, or control decisions. In the battery industry, machine learning models are widely used in various scenarios such as battery design, health state estimation (SoH), life span prediction, aging modeling, anomaly detection, fault warning, and optimization of charging and discharging strategies.

